The bathroom mirror reflected a face he barely recognized. Liam stared at the image, his features contorted in a mask of disbelief and... something else. The novel, *Echoes of Silence*, detailed their relationship, but it was all skewed, warped. He was portrayed as a distant, unemotional man. Was this how she saw him?

He ran a hand through his hair, tugging at the strands. The shower was cold, the water a stark contrast to the burning fire within him. Every memory, every conversation, replayed in his head, distorted by the cruel fiction he just read.

He couldn't even meet her eyes.

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