The phone call with his parents was going terribly. "A C+? After all that work?" his father boomed through the speaker. Michael winced. He tried to explain, to justify, but the words felt clumsy, inadequate. His mother chimed in with her concerns. He could feel his face flush, a heat spreading through his chest. He ended the call abruptly, his hands shaking. He threw his phone onto the bed, the metallic sound echoing in the silence. He started pacing, back and forth, the energy churning inside him. He needed to prove them, and himself, wrong. He would correct this. He would have to. Right now.

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