Maya chewed at her thumbnail as the professor began handing back the graded papers. The room was a slow, agonizing crawl. Each student received their paper with a hushed murmur, a rustle of paper. Her leg bounced relentlessly. She watched the stack of papers dwindle, her own name inching closer to the front. Finally, it was her turn. The professor, a kindly woman with perpetually tired eyes, smiled apologetically and handed her a ‘D’. Maya took the paper, her hands trembling, the grade burning her retinas. She felt a jolt of heat and she wanted to scream, to lash out. She took a deep breath, fighting the urge to rip the paper in half. She would speak to the professor, 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