The bell at the school rang, signaling the end of another day. Mr. Peterson slumped into his chair, bone-tired. The classroom was a mess, the desks scrawled with graffiti, the air thick with the residue of teenage angst.

His phone buzzed. A message. From Michael, a troubled student, now a successful entrepreneur. The message? A gift. Soon, a large, flat-screen television was delivered to his house. On the TV, Peterson's house suddenly looked cramped and outdated.

The walls of his home seemed to close in. The bright screen mocked the dull routine of his life. He stared at it, a bitter taste rising in his throat.

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