The air was thick with the cloying scent of perfume and cheap wine. He felt a growing sense of claustrophobia. He needed to escape, to run away and be alone. Instead, he forced a smile, a grimace, really, and began the walk to the stage.

He thought of the sacrifices he had made, the dreams he had abandoned to appease his parents. He thought of all the unspoken resentments that had festered over the years. He felt the familiar ache in his jaw.

He reached for the microphone, his fingers trembling. The silence felt heavy. He looked out at the assembled guests, all smiling and clapping. He swallowed hard.

"Dad," he said, his voice flat. He could feel his throat closing. He was barely able to speak. The words felt like a betrayal of his true feelings. The applause when he finished stung.

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