The coffee shop was packed. Maya tapped her foot, the repetitive motion a telltale sign of her inner state. The line crawled forward at a glacial pace. She had already missed the opening bell for the Zoom meeting she needed to be in. She pulled out her phone, intending to text her boss, informing him of the delay. She typed "Running late, stuck in line..." and hit send, but the message went to her younger brother. She huffed, deleted the message, and took a deep breath. She pictured the smug grin on his face. She’d explain it later.

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