“This is ridiculous,” Claire muttered, tapping her foot against the tiled floor of her kitchen. The invitation, with its glossy photograph of her graduating class, taunted her from the fridge door. She glanced at the clock; the hands seemed to be moving in slow motion. She ran her hands through her hair, her fingers tangling in the strands. The anticipation was eating her alive. Each tick of the clock was another moment until she could finally show everyone how wrong they were about her.

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