The morning sun, usually a welcome sight, felt like a personal affront. Elias glared at the offending rays filtering through the blinds, already regretting waking up. His coffee, brewed to perfection, tasted like burnt regret. A crumpled envelope, addressed in a familiar, loopy handwriting, lay on the kitchen table. He snatched it up with a clawing motion, his jaw tight. Years. It had been years since he'd last seen that penmanship. He ripped it open, a sharp intake of breath escaping his lips as the carefully crafted words unfolded. He tossed the letter onto the table, his knuckles white.

His appetite, already minimal, vanished. Every detail within the letter sparked a new wave of irritation. The carefully chosen words, the subtle acknowledgements of fault, it all felt like a carefully constructed attempt to soothe and placate. The audacity. He slammed the door, the sound echoing in the silent apartment.

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