The latest scan results were tucked into his pocket. He could feel the paper crinkling under his touch. The crumpled mess felt more than just the results; it felt like a roadmap of his future: uncertain, full of pitfalls, and utterly infuriating. He wanted to lash out. He was driving far too fast, as if speed could outrun the turmoil in his mind.

He swerved to avoid a stray dog, the tires screaming in protest. He slammed on the brakes, his heart pounding against his ribs. The dog ran off. A woman, leaning against a nearby tree, was glaring at him. Her face was a picture of concentrated hostility.

"Are you trying to kill us all?" she asked, her voice tight with fury.

He wanted to scream at her. He wanted to explain the pressure he was under, the burning need to explode. Instead, he just shook his head. "Sorry."

She shook her head as well. "It's all terrible, isn't it?"

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