The room was hot, stuffy. Emily fanned herself with the program, her movements sharp and jerky. She wanted to rip it to shreds. She wanted to be back in her apartment, already, relaxing on her couch. This entire charade felt torturous, like a long, slow climb.

The speaker before her droned on, his words lost in a sea of platitudes. She found herself counting the seconds until he finished. She could barely sit still.

Every inhale felt shallow, every exhale a sigh of pure frustration. She had a feeling she was going to explode. The sooner this was over, the better.

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