The morning light sliced through the blinds, a cruel reminder of the day’s obligations. Elara shoved the covers aside, a low growl rumbling in her chest. Breakfast was a burnt offering of toast and bitter coffee. She couldn't stomach more than a few bites. The gallery showing started today, and the knot in her stomach tightened with each passing minute.

She arrived early, the metallic tang of fresh paint and the hushed anticipation of the space doing little to soothe her. A crowd was already milling about, chattering and gesturing. Then she saw it. A woman, arm bared, the familiar strokes of "Crimson Bloom" emblazoned on her skin. Elara felt a pulse of heat crawl up her neck.

"Excuse me," she said, her voice a sharp edge. "That’s…my work." The woman blinked, a smile faltering on her lips. Elara could taste the sourness in the air; the day had officially soured.

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