He felt a familiar tightening in his chest, a sensation that always preceded the storm. The meticulously arranged living room, the pristine furniture, the framed family photographs – all of it now struck him as an affront. James could barely contain himself.

He bit down on his lip, fighting the urge to smash something. The polite inquiries, the constant checking in – it all felt like an invasion, a violation of his hard-won independence. He wanted to be *left alone*.

He rose from the couch, his movements jerky and uncontrolled. He grabbed his keys and headed for the door, unable to endure another minute of the suffocating atmosphere. The pressure in his head was almost unbearable.

Emotion: enraged

Cluster: Anger / Hostility
PC1 (Valence): -2.14 Negative
PC2 (Disposition): 1.33

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.555
est0.370
aggravated0.362
0.359
🤬0.345
Suppressed:
a-0.468
de-0.358
la-0.312
latter-0.287
☺️-0.285