The museum curator was gushing about the "untapped potential" of the street art mural now adorning the side of a bank. Liam, the artist, stood silently at the back of the small gathering. He had painted that mural last month, and now it was a corporate advertisement.

He felt the familiar thrum of frustration in his ears. The curator kept talking, oblivious to the fact that the actual artist was present. Liam closed his eyes briefly, fighting the urge to interrupt, to scream his name.

He opened his eyes. He had to be calm. He had to think. He couldn't just lash out. He pushed himself away from the wall. He needed to get away from this circus.

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