The champagne flute felt heavy in Amelia's hand. She swirled the bubbly, the bubbles doing little to soothe her. Another overly effusive bridesmaid grabbed her arm, launching into a story about the seating arrangements. Amelia's smile felt brittle, like it might shatter. Her gaze flicked across the room, searching for the bar. Anything to get away from the relentless cheerfulness. She just needed a refill, then maybe she could finally breathe. This was supposed to be a joyous occasion, not a trial by social interaction.

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