The printer jammed again. Of *course* it did. Sarah stared at the blinking error light, her breath catching in her throat. This was the third time today. She could feel the pressure building, the tightness in her chest.

"Ugh, this thing," she muttered, kicking the side of the machine. The kick barely registered.

From across the cubicle farm, Ben, the eternal optimist, bounded over, a sandwich in hand. "Printer issues? No problem! Remember how to fix it from when we were kids?" he offered with a grin. He gestured towards the inside of the machine with a sandwich crumb.

"Kids?" she asked, voice strained. Ben’s face lit up. "Camp Clearwater! The best camp ever!"

Sarah felt a surge of pure, unadulterated frustration. She knew that camp. Every cheesy song, every lukewarm meal, every mosquito bite. This could not be happening. She considered screaming.

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