The email arrived, titled with the detached neutrality of a corporate memo. He read the subject line and his hands, which had been resting comfortably in his lap, shot out, clutching at the air. The subject matter felt like a punch to the gut.

He clicked the link, the webpage loading at a snail's pace. Each picture was like a pinprick, each detail a jab. The pristine lawn, the manicured flowerbeds – nothing like how he remembered it. Where was the chaos, the laughter, the life?

His vision blurred. He was so close to smashing the monitor. He closed the laptop. The urge to break something simmered in his veins.

Emotion: angry

Cluster: Anger / Hostility
PC1 (Valence): -2.05 Negative
PC2 (Disposition): 1.18

Role in Research

This story is one of 1,000 stories generated for the emotion angry. 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 angry stories, after denoising with neutral dialogue baselines, produces the angry emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the angry vector is projected through the unembedding matrix.

Promoted:
C0.354
est0.354
aggravated0.342
🤬0.337
0.323
Suppressed:
de-0.424
a-0.411
la-0.341
H-0.320
L-0.296