Eliza pinched the bridge of her nose. The fluorescent lights of the office hummed, a dissonant soundtrack to her day. She had imagined accolades, a ribbon-cutting ceremony. Instead, another form letter declaring her revolutionary self-cleaning oven design a derivative. Someone in Switzerland, apparently, had beat her to the punch.

She tossed the offending document into the overflowing trash can, barely missing the crumpled sandwich wrappers and empty energy drink cans. The headache throbbed behind her eyes, a relentless metronome marking the hours.

Eliza glared at the pristine white walls of her cubicle. They mocked her with their sterility, a perfect representation of her career's present state.

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