The lawyer’s office was stifling, the air thick with the scent of old paper and suppressed annoyance. Liam ran a hand through his already dishevelled hair. He had been waiting for over an hour, surrounded by polished wood and the weighty silence of impending legal battles.

He tapped his foot against the expensive Persian rug. He wanted to leave, just walk out and handle things himself. The thought of waiting any longer was completely unappealing.

A secretary finally beckoned him towards the inner sanctum. He stood and straightened his jacket, every muscle coiled, ready for action.

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