The elevator ascended agonizingly slow, each floor a fresh wave of resentment washing over her. "Legal to Human Resources." The sentence was seared in her memory, a brand. She pressed her lips together, forcing herself to maintain a neutral expression.

She felt the familiar prickle of tears behind her eyes. She wouldn’t cry. Not in front of them. Not ever. She would not give them the satisfaction. Her fists were clenched so tight her nails were digging into her palms.

She stepped out onto the HR floor, the sterile environment doing nothing to calm the storm raging within. Her plan was simple: fight it, or make them regret it. She wasn't sure which yet.

Emotion: irate

Cluster: Anger / Hostility
PC1 (Valence): -1.67 Negative
PC2 (Disposition): 1.45

Role in Research

This story is one of 1,000 stories generated for the emotion irate. 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 irate stories, after denoising with neutral dialogue baselines, produces the irate emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the irate vector is projected through the unembedding matrix.

Promoted:
C0.430
🤬0.350
aggravated0.343
0.340
0.331
Suppressed:
H-0.292
soon-0.289
☺️-0.289
optimistic-0.258
latter-0.253