"Ugh, this is ridiculous," Ben grumbled. He crossed his arms, the action stiff and forceful. He had planned to go to the gym after work. Now, the thought of missing his workout fueled his anger. He hadn't worked out in three days because of a cold, and he was ready to smash some weights.

He checked his phone again, the screen blank. He paced the small area, his steps rapid and restless. The other person in the elevator, a woman he knew as Susan, kept trying to make small talk. He offered monosyllabic replies and curt nods.

His leg bounced uncontrollably. He grabbed the handle on the railing and began testing its strength. He had a date scheduled, and now he was going to be late. He pressed the emergency button again, his thumb lingering on the plastic. What could possibly be taking them so long?

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