He paced his cramped dorm room, the worn rug offering little solace to his restless energy. The acceptance letter had arrived, but the scholarship funding still hadn’t hit his account. A week. He'd been promised it within a week. He needed it. The textbooks alone were a mountain of debt. He ran a hand through his hair, tugging at the strands. The clock on the wall seemed to mock him, each second a slow, deliberate tick. He stopped pacing, then went back to it, his focus on the door.

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