"Coffee?" Professor Davies offered, his voice laced with forced cheer. Amelia just stared at him, her jaw clenched. The offer seemed like a deliberate taunt. Coffee, indeed. Like a caffeine fix could fix this mess.

She shifted in her chair, the hard plastic biting into her thighs. The professor’s office smelled of stale paper and something vaguely floral that made her want to sneeze. She was certain he was enjoying this.

"I can explain," she finally snapped, the words coming out sharper than intended. "I cited everything. I followed the damn rubric." She folded her hands, trying to appear calm, but a muscle in her cheek ticked. This was ludicrous. Utterly, completely absurd.

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