"No!" Clara hissed, her voice barely audible. Her teeth ground together. The computer screen swam before her eyes. The listing was a brightly colored monstrosity. A cheerful facade for everything she’d lost. “Perfect family home,” the text boasted.

She felt a tremor run through her body. The thought of strangers, *them*, touching her things, changing it, inhabiting it. She pushed her chair back so hard it crashed into the wall. She paced across her small apartment. The air felt thick, heavy, unbreathable. She was going to scream. She *wanted* to scream.

She slumped onto the couch. “This is ridiculous,” she whispered. “Utterly, completely ridiculous.”

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