Sarah slammed the textbook shut, the sound echoing in the empty classroom. Finals week. Again. And this year, the students seemed particularly… challenging. Their questions were relentless, their energy boundless, and their attention spans nonexistent. She had a pounding headache, an insistent throb behind her temples. The door creaked open, and in walked a former student, Timmy, now a college graduate. He was holding a potted succulent. She blinked, baffled. “I, uh…remembered you liked plants, Miss Bell.” His voice was soft, hesitant. She felt the muscles in her jaw tense. What did she need a plant for? She was already drowning.

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