The email sat in the inbox, mocking. "Congratulations, Liam! On your promotion to Head of Research!" The subject line blazed with false cheer. Michael had known Liam for years. He had always been told Liam was a teacher. He saw him frequently, dressed in a suit, when he said he was preparing for meetings. Michael had even helped him with his teaching plans.

Michael felt a surge of heat rush through his body. He slammed his laptop shut. He pictured the easy confidence Liam had always exuded, the air of authority he carried. It must have all been a performance.

He wanted to scream. He wanted to break something.

He walked over to the kitchen sink, running the cold water over his wrists. The coolness did nothing to quell the internal fire. He ran his hand through his hair, imagining the look on Liam’s face when he confronted him.

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