“Well?” Maya snapped, her voice sharp enough to cut glass. She glared at the university official sitting across the table. The man, balding and bespectacled, was meticulously examining her essay, his lips pursed in a judgmental frown. The air in the room seemed to crackle with unspoken tension.

She tapped a fingernail on the polished mahogany. She’d already explained everything, offered all the evidence she had, and yet this delay stretched on, a cruel punishment. The silence was grating, each tick of the grandfather clock in the corner a mocking reminder of the passing time.

She wanted to scream, to lash out, but years of ingrained self-control kept her in check. She balled her fists under the table, the knuckles white. She had another class to attend, a life to get back to. This whole ordeal was infuriating.

Emotion: impatient

Cluster: Anger / Hostility
PC1 (Valence): -0.33 Negative
PC2 (Disposition): 1.07

Role in Research

This story is one of 1,000 stories generated for the emotion impatient. 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 impatient stories, after denoising with neutral dialogue baselines, produces the impatient emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the impatient vector is projected through the unembedding matrix.

Promoted:
de0.527
impatiently0.434
impatient0.413
S0.396
impatience0.351
Suppressed:
-0.298
s-0.298
newfound-0.272
께서-0.265
заслу-0.264