David felt a dull ache behind his eyes. Another yard sale, another display of discarded lives. He ran a hand through his hair, the gesture conveying his impatience. He needed to be *doing* something productive.

And then he saw it. Crumpled in a corner, its once-bright eyes now dull. A surge of… something he couldn't name — annoyance? Regret? — pulsed through him.

"How much?" he asked, his tone clipped.

The man, his face weathered by the sun, grinned. "A buck. He's a bit worse for wear."

He paid, his movements jerky. He had to get out of here. He had to go, immediately.

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