"You're kidding, right?" Ben muttered, staring at the message on his phone. Dr. Silva, his advisor, was moving to a different institution. He tossed the phone onto his desk and slammed his fist down. The impact jarred him. He ran his hand through his hair, a nervous gesture.

He'd spent the last semester working overtime for his research, sacrificing his social life and his health. All for what? Now, the foundation he had been building felt like it was crumbling around him.

He pictured Silva’s smiling face as he announced this news, and his blood began to boil. He pushed himself away from his desk and started to pace. He thought about all the advice he had never asked for, all the ways in which his time was wasted. He slammed his fist down on the desk again, harder this time.

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