Liam slammed the car door with a force that rattled the windows. The house, his father's house, felt foreign and unwelcoming now. Inside, the air was thick with the scent of unfamiliar perfume and the sound of boisterous laughter. He shoved his hands in his pockets, his jaw clenched, as he made his way towards the living room.

He found his father, arms wrapped around a tall, slender woman, whose face was illuminated by a dazzling smile. Beside them stood a young man, who looked eerily familiar. The easy way his father embraced him… the lack of space for Liam.

He took a step back, the blood draining from his face. His fists balled, fingernails digging into his palms. He wasn't sure if he was angry at his father, the newcomer, or the world in general, but the feeling was a corrosive acid, burning a hole through him. He turned and fled, the party’s joy a sharp, jagged edge in his side.

Emotion: resentful

Cluster: Shame / Guilt
PC1 (Valence): -1.47 Negative
PC2 (Disposition): 1.50

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.485
aggravated0.263
0.261
👎0.245
L0.241
Suppressed:
own-0.318
soon-0.225
随后-0.225
serendip-0.219
🤩-0.210