The line at the department office stretched around the corner. Liam shuffled his feet. The air in the hallway felt thick, stagnant. His hands were clasped tightly behind his back. He had been waiting for twenty minutes, his internal clock screaming at him. He envisioned the professor's face as he read the exam. He knew the material better than some of the TAs. When he finally reached the desk, the secretary looked up, her smile strained. "Professor Davies is in a meeting. He'll be back in an hour." Liam's jaw clenched. He wanted to shout, demand. He gave a curt nod, turned, and bolted back to his dorm, the injustice of it all fueling his steps.

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