“I made a new song, Dad!” Ethan bounced into the living room, strumming his guitar. His father, Mark, looked up from his book, a flicker of something unreadable crossing his face. Music had once been Mark’s passion, his solace. He'd spent hours writing songs, playing in a band. Now, his guitar gathered dust in the corner, while Ethan composed complex melodies that seemed to flow effortlessly from his fingers. The melody, though good, only seemed to add to the weight on his shoulders. He shut his book, a curt movement. “That’s nice, son.”

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