“Morning,” the receptionist chirped, her voice too high and bubbly for this hour of the day. He ignored the greeting, his gaze fixed on the polished tile floor. The waiting room felt suffocating, filled with the hushed tones of other applicants. The air was thick with tension.

He avoided making eye contact with anyone. He saw James sitting in the corner, his usual irritatingly relaxed self. He could practically feel the condescending pity radiating from him. The prospect of losing the job to James, of watching him succeed, made his blood boil.

He crossed his arms, the action a conscious attempt to contain his seething emotions. The minutes ticked by at glacial speed. He wanted to scream.

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