The air in the room was stale, heavy with the scent of disinfectant and manufactured calm. Sophie's knee bounced with an erratic energy. She was running late, her schedule was ruined, and this wait felt like the last straw. Why was everything always so slow?

The receptionist’s polite small talk felt like a personal insult. She wanted to yell, to scream, to make them understand how vital it was to move things along. She needed answers. Now.

The door opened. Her former nemesis. A therapist. A flood of emotions hit her, a mix of anger, disbelief, and a strange, unfamiliar anticipation.

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