The invitation felt like a physical weight in his pocket. He'd been looking forward to a quiet Saturday, lost in a new strategy game. Instead, he was stuck here, surrounded by floral arrangements and forced smiles, at his father's retirement gala. He tugged at his tie, the fabric constricting his throat.

He’d rehearsed the speech, of course. Twice. Each time, the forced cheerfulness grated on him. It was a performance, a carefully constructed facade he loathed maintaining. He just wanted to go home and play the game.

His turn was announced. He walked to the podium, the clicking of his shoes on the polished floor echoing in the suddenly silent room. He cleared his throat, a sound of disapproval.

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