The courtroom was stifling, the air thick with unspoken judgment. Mark tapped his foot incessantly, a rapid rhythm against the polished floor. Each tick felt like a hammer blow against his skull. He hated this. Hated the hushed whispers, the accusing glances, the feeling of being trapped.

He kept running a hand through his hair, the gesture more frantic each time. His lawyer had just outlined the evidence, and it looked damning. A similar sentence here, a borrowed phrase there. The similarities were undeniable.

He stared at the prosecutor, a smug-faced man who seemed to relish the opportunity to ruin his life. Mark wanted to scream, to lash out, to vanish into thin air. He swallowed hard, forcing himself to stay still.

Emotion: grumpy

Cluster: Anger / Hostility
PC1 (Valence): -0.65 Negative
PC2 (Disposition): 0.64

Role in Research

This story is one of 1,000 stories generated for the emotion grumpy. 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 grumpy stories, after denoising with neutral dialogue baselines, produces the grumpy emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the grumpy vector is projected through the unembedding matrix.

Promoted:
👎0.232
either0.230
😠0.227
C0.226
:(0.216
Suppressed:
超越-0.206
newfound-0.197
স্বীক-0.195
खोले-0.192
অপহরণকারীদের-0.184