"Seriously?" Elena asked out loud to an empty room. Her voice was sharp, a weaponized whisper. She could feel her pulse racing, a frantic drumbeat in her ears. *Victor_The_Vile* wished to connect with her.

She grabbed a nearby pillow and hurled it across the room, the soft object doing little to relieve the tension that was building within her. The air in the room felt thick, heavy.

Elena began to pace, her movements jerky and erratic. She chewed on her lip, a habit she'd thought she'd broken years ago. This was beyond belief. This was an insult. She needed to do something.

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