Serena stared at the screen, her heart beating a frantic tattoo against her ribs. The “Spicy Shrimp Scampi,” a dish she'd been experimenting with for years, and a key menu item at her small restaurant, was now "Coastal Creations Shrimp." The recipe was almost a direct copy. She felt a burning pressure in her chest, a physical manifestation of her growing anger.

She kept scrolling, looking at the article, reading every single detail. Each word was another blow. She had poured her heart into her restaurant, and now, it felt like someone was trying to destroy it.

She felt a hot flush creep up her neck. She needed to take action. Ignoring all the other customers, she turned off the lights and began to draft a 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