"Unbelievable," Mark muttered, slamming the laptop shut. He’d spent the morning reading about the accusations leveled against Evelyn Hayes. His idol, his inspiration, accused of stealing from an obscure online forum – his online forum.

He sat back in his chair, the office around him a dull gray. He had a presentation to prepare for later, but the words swam before his eyes. He’d meticulously crafted the stories, shared his heart. And Hayes? She'd simply…taken them.

He shoved the chair away from the desk, unable to focus. His fingers itched to dismantle something, to tear a thing apart. He stared out the window at the distant buildings, each one a monument to someone else's success, built on his stolen foundation. He felt, quite frankly, a desire to throw something.

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