His novel. *His* damn novel. Sarah felt a coldness spread from her stomach, chilling her to the bone. The manuscript sat open on the coffee table, a testament to Mark's betrayal. The protagonist, a woman remarkably similar to herself, was portrayed as a hysterical, irrational harpy.

She grabbed the book, her knuckles white as she gripped the cover. The room seemed to shrink, the walls closing in. She felt a burning sensation in her chest, a pressure building behind her eyes. How could he? How could he take their life, their intimacy, and twist it into something so cruel, so…wrong?

She ripped the first few pages out, a primal scream building in her throat. Crumpling them into a ball, she hurled them across the room. She would confront him, of course. She would demand answers. But first, she needed to breathe. And maybe, to break something.

Emotion: outraged

Cluster: Anger / Hostility
PC1 (Valence): -1.96 Negative
PC2 (Disposition): 1.32

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.467
0.334
🤬0.327
aggravated0.323
0.312
Suppressed:
H-0.315
☺️-0.286
optimistic-0.278
adventurous-0.262
मुस्कुरा-0.260