Her perfectly coiffed hair felt heavy on her head. Sarah smoothed down her dress, the fabric clinging in the humid air. The venue was decorated, the staff was in place, but the silence was deafening. Her birthday party, carefully prepared, was set for the same day as the low-key movie night her friend, Emily, was organizing.

She kept checking the time, each glance fueled by a growing sense of unrest. She walked to the window, watching the rain trickle down the glass. Were people coming? What was happening?

She bit her lip, a wave of heat washing over her. She imagined Emily's event, the quiet enjoyment. Her own party felt like it was starting late. What if no one came?

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