Rain hammered against the window of the small bistro, mirroring the tempest brewing inside Chef Elena. Her hands, normally a flurry of graceful motion, were stiff as she stared at the offending article, the ink of the scathing review seeming to mock her from the page. “Bland,” the critic had written, “utterly devoid of flavor.” Elena felt a burning heat prickle her cheeks.

She shoved the review aside, her movements abrupt. The scent of onions and garlic, usually a comfort, now felt oppressive. She grabbed a towel and scrubbed at the already spotless counter, as though trying to physically erase the words from her memory. The air in the kitchen felt thick, difficult to breathe.

She muttered under her breath, a string of frustrated Spanish words. Elena picked up the phone, intending to call her sister, but abruptly slammed it back down. No, she couldn’t bear to have someone see her like this. She needed to be alone.

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