He was at a conference, a tedious event he hadn't wanted to attend. The keynote speaker mentioned his essay, a glowing endorsement of its "authenticity." The man was probably getting paid well to say that about his words. He felt his face flush. He was trapped in this room, a prisoner to his own past.

He shifted in his seat, his leg bouncing nervously. The speaker went on, praising the essay’s “insightfulness.” He clenched his jaw. He wanted to scream, to disrupt the whole charade. He felt a deep, uncomfortable pressure in his head, a headache forming. He was the only one who knew what it truly cost him to write those words.

He found himself wanting to disrupt the talk, but he couldn't. He just sat, simmering.

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