The florist shop smelled like a betrayal. The roses, the lilies, the carefully crafted bouquet – all a testament to his deceit. Emily clutched the card, her knuckles white. *“For my darling,”* it read, a sickeningly sweet sentiment. She barely registered the shop assistant's pleasantries, her mind reeling.

She needed to know. The address on the card, the same one he'd given her for "work meetings," now became a destination of confrontation. She stood outside the house, a tremor running through her. The front door opened. A woman, radiant and smiling, emerged. Behind her, stood *him*. His expression of surprise quickly shifted to apprehension.

“What…?” he began, but Emily cut him off. Her voice was like ice. “Who the hell are you?” She stared, rigid, a statue of wounded emotion.

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