I slammed the book shut, the sound echoing in the empty room. It had been a long day of feeling a bubbling fury. The accusation was utter nonsense. I felt my chest tighten, my jaw clench. How dare they?

I stood up and started pacing, my hands clasped behind my back. Each step felt heavy, each circuit of the small room a testament to my mounting agitation. I had carefully cited every single source. I'd spent hours crafting the perfect arguments.

My reflection in the window showed a stranger, a tense and unhappy version of myself. I wanted to smash the glass, just to feel something other than this stifling frustration. The unfairness of it all was consuming.

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