It was the first time in years he'd gone back to the old house. The air felt heavy, oppressive, thick with the ghosts of the past. The house, his childhood home, now belonged to his newly discovered sister. He’d learned of her existence just last week, and now he was here, standing on the lawn, the chipped paint on the porch a visual manifestation of the fractures in his family.

He pushed open the wrought-iron gate, its squeak a sharp, unwelcome sound. His jaw was clenched, his steps heavy. He felt a deep, profound sense of violation. The thought of her, *his sister*, inhabiting his childhood space, filled him with a potent, uncomfortable feeling.

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