"So, what do you think?" she asked, her voice bright and chirpy. He just stared at the screen. The question bounced off him and died. He focused hard on the numbers, refusing to meet her gaze. The air around him felt close, suffocating.

He felt the familiar thrum of discontent in his head, a headache blooming behind his eyes. He wished she would just leave him alone. Everything felt wrong, off-kilter.

He pushed the chair away from the desk. He stood up. “I need to make some calls,” he said flatly, his voice devoid of warmth. He went for a walk outside, the crisp air doing little to soothe his inner turmoil.

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