The phone felt heavy in Maya's hand. She clicked refresh on her social media, again, and again. She kept seeing the image: "Aunt Millie's Famous Chocolate Chip Cookies," which had been her family's trademark for years, now being replicated on a commercial scale. Except, these were being sold by some conglomerate, and they were *everywhere*.

She paced the length of her tiny apartment, the linoleum floor cold against her bare feet. The lack of sleep was adding to her already fragile state. She felt like she was trapped in a cage. Her dream of opening a small bakery had felt within reach, but now…She felt a strange sort of dread creep up her spine.

She wanted to call her lawyer, to fight this fight. But what if it was too late? She closed her eyes, trying to calm her racing thoughts. Opening her eyes, she started typing her own response.

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