He bounced his knee, the movement frantic and almost violent. The reunion invite sat on his desk, its shiny surface reflecting the harsh fluorescent light of his office. Liam clicked the pen incessantly, the clicking a sharp counterpoint to the drone of the air conditioning. He’d read the email three times already, memorizing the date, the location, the dress code. The hours until the event seemed to stretch out like an eternity. He wanted to fast forward, to skip past the mundane hours of his life and arrive at the moment he could finally prove to them how much he had changed.

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