Sarah slammed the phone down, the plastic receiver rattling against the oak table. Her knuckles were white, gripping the edge so hard she thought she'd splinter the wood. After thirty-two years, a sister? Some woman on the other end, barely able to string words together, claiming to be her father's daughter. Sarah wanted to scream. She wanted to throw something. This betrayal – this ludicrous, impossible betrayal – made her chest feel like a clenched fist.

She paced the small kitchen, the linoleum cold beneath her bare feet. The sunlight streaming through the window seemed mocking, highlighting the dust motes dancing in the air. Her father, a man she’d revered, had a secret. A whole *person* he'd kept hidden.

"Unbelievable," she muttered, the word a harsh whisper. She grabbed the bottle of wine from the fridge, the cold glass a small comfort against the heat flushing her cheeks.

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