He adjusted his tie, the knot feeling like a noose. The room was oppressively warm, filled with the aroma of pot roast and fake camaraderie. He had been strong-armed into this, guilted into accepting the role of the ‘loving’ son. He had so much to say, but none of it was suitable for this audience.

His mother looked expectant, her eyes shining with pride. He saw her, always the devoted spouse, the ever-supportive figure. The thought of this perfect image made him want to shatter something.

He cleared his throat, trying to force a smile. "Mom and Dad," he said, the words coming out flat and emotionless. He felt a throbbing sensation in his temples. He hated that he was here, a tiny part of him wanted to scream. Why did he have to be the one to do this?

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