She'd been bracing herself for this all week. The relentless emails, the phone calls, the demands for "a heartfelt anecdote" about her mother. She just wanted to be left alone. She scowled as the photographer captured a dozen inane photos of her and her parents.

The buffet table seemed to mock her with its abundance. All she wanted was a plain sandwich, something simple, something without all the fuss. This whole affair felt suffocating, a gilded cage of forced celebration.

She adjusted her dress, the silk clinging uncomfortably to her. The emcee called her name, and she stiffened, a knot forming in her stomach. She forced herself to walk forward, each step a chore.

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