"Unbelievable," Maria muttered, her voice barely a whisper. The screen glared back at her, the words a cold and impersonal judgment. Her hands shook as she scrolled through the email again, as if the words might somehow magically change.

She kicked the desk, a sharp, angry action that left a dull throb in her foot. Liam. Of course. The name seemed to taunt her from the screen, a constant reminder of her failure. Her shoulders slumped, and a wave of something akin to despair washed over her.

She felt a sudden urge to run, to escape the confines of her small apartment and the crushing weight of disappointment that threatened to suffocate her. She needed air, to breathe freely again.

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