"You want me to what?" Sarah asked, her voice cracking. The university's disciplinary committee members looked at her, their faces impassive. The room felt like a pressure cooker, each carefully chosen word adding to the heat.

She slammed her hands on the table. The action was involuntary, a physical manifestation of her inner turmoil. She was being blamed for something she didn't do. It was infuriating.

They were accusing her of stealing someone's work. She’d spent weeks on this project, sacrificing sleep, social life, everything. Now, this. Her fists clenched. Her nails bit into her palms.

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