The sunlight sliced through the dusty windows of the storage unit, illuminating motes dancing in the air. Sarah paced, the linoleum cold beneath her feet. Her grandmother, the quintessential churchgoer, a beacon of piety, had always been so… predictable. She yanked open a trunk, already envisioning dull needlepoint patterns and faded hymnals. Instead, a cascade of photographs spilled out. A vibrant woman, clutching a microphone, belting into it with joyous abandon in front of a smoky bar. Sarah blinked. The grandmother of her childhood had never even gone near a bar, let alone performed on stage. The need to find more burned in her stomach.

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