The sterile white walls of the office felt like a cage. Sarah’s leg bounced with frantic energy. She’d been waiting for an hour. An hour! The woman at the front desk had a soothing voice, but it offered no comfort, no solutions. She looked at her watch again. Still nothing. The silence was deafening.

Her mind raced, replaying scenarios, arguments, and disappointments. She needed help. Now. She couldn’t handle another second of this slow burn.

The door opened. Standing there, her former tormentor, now a therapist, with a calm, inviting smile. A flash of pure, unadulterated frustration ignited within her.

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