Ben tapped his pen rhythmically against the table, the sharp clicks echoing in the otherwise quiet cafe. He stared at Chloe, who was positively beaming as she recounted the time they “accidentally” set off the fire alarm in their high school science lab. Her version of events was a complete fabrication, a sugary-sweet retelling that bore no resemblance to the truth as Ben remembered it.

"And then, oh my goodness, you should have seen the look on Mr. Henderson's face!" Chloe giggled, her eyes sparkling. "He was so mad!"

Ben sighed inwardly. He distinctly recalled the chaotic scene: the acrid smell of burning chemicals, the panicked scramble for the fire extinguisher, the subsequent weeks of detention. But according to Chloe, it was all a hilarious mishap.

“Chloe, it wasn’t… it wasn't quite like that," he began, struggling to keep his voice even. "I mean, we nearly got expelled! And you were the one who knocked over the beaker of… I can’t even remember what that was.” He just stared blankly, the pen now still in his hand.

"Details, details," she dismissed, waving a hand airily. "It was an adventure, Ben! A real adventure!" He wanted to crawl under the table.

Emotion: exasperated

Cluster: Anger / Hostility
PC1 (Valence): -0.99 Negative
PC2 (Disposition): 1.23

Role in Research

This story is one of 1,000 stories generated for the emotion exasperated. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 exasperated stories, after denoising with neutral dialogue baselines, produces the exasperated emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the exasperated vector is projected through the unembedding matrix.

Promoted:
S0.435
l0.378
P0.331
que0.320
la0.269
Suppressed:
own-0.433
gradually-0.254
soon-0.248
unfolding-0.216
joyful-0.216