A sharp pain lanced through Ben’s side as he watched Liam, grinning ear to ear, shake hands with the hiring manager. He’d known this was a long shot, he'd told himself that. But the sting was still there. Liam, his so-called friend, had a way of always landing on his feet.

He leaned against the wall, trying to disappear. The lobby was filled with the usual corporate buzz, but all he could hear was his own pulse thudding in his ears.

He’d put in the hours, the late nights. Liam? Liam probably just showed up and winged it. He’d always been a natural.

Ben pushed away from the wall and walked towards the exit, his shoulders slumped. He felt an intense need to get away.

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