The world seemed to tilt on its axis when David saw the sign-up sheet for the parent-teacher conference. Ms. Periwinkle. The same Ms. Periwinkle who’d failed him in art class. He’d never quite recovered from the critique of his papier-mâché volcano. Now, his daughter Lily was her student. He scowled, his shoulders stiffening as he walked to the fridge.

He grabbed a yogurt, his hand trembling slightly. The texture, usually comforting, felt alien in his mouth. He tossed the empty container in the trash, the sound too loud in the silent kitchen. The meeting loomed like a looming dark cloud.

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