Eliza slammed the newspaper onto the breakfast table, the force rattling the fine china. "Unbelievable!" she muttered, her voice a low growl. Her husband, Thomas, cautiously lowered his newspaper, eyebrows raised. He knew that tone. The offending article, a profile detailing her “inspiring journey” to becoming a librarian, sat prominently on the front page.

She’d never agreed to an interview. She'd always valued her privacy, and now, her life was plastered for everyone to read. Her fingers clenched into fists as she stared at the words, each sentence a stab. The writer had embellished, sensationalized, and completely missed the point of her life.

She shoveled a spoonful of oatmeal into her mouth, chewing with deliberate slowness, each movement a manifestation of her mounting irritation. The bland taste, usually comforting, now felt like a personal affront. She wouldn’t smile at anyone today. She wouldn’t.

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