The fluorescent lights of the gymnasium hummed, a relentless, irritating drone that seemed to amplify the tension. Coach Ramirez was pacing, back and forth, the squeak of his sneakers a constant, grating sound. He’d skipped his coffee this morning, and the caffeine withdrawal was making everything worse.

He glanced at the clipboard. The list of names stared back at him, accusing. He hated this part of the job. He knew it was necessary, but it didn’t make it any easier. He felt a throbbing in his temples.

He spotted Sarah, huddled with her friends, giggling. It was always harder when the player was… liked. He called her name, his voice sounding harsher than he intended.

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