“Oh, great,” Maria muttered under her breath, staring at the invitation. The small, white card seemed to mock her. She’d spent the last twenty years meticulously avoiding any reminders of her past. Now this.

She tossed the card onto the counter. The kitchen, usually her sanctuary, felt cramped and claustrophobic. She grabbed a dish towel, her grip tight, and began to aggressively scrub at a stain on the countertop, the repetitive motion doing little to quell her rising agitation. She felt a headache begin to form behind her eyes.

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