The annual conference for rare diseases felt like a gathering of the damned. He stood at the back of the room, arms crossed, listening to the saccharine pronouncements of the keynote speaker. The speaker was always positive. He'd long ago given up on any hope of a cure.

He resented the well-meaning platitudes, the forced optimism. He didn't want to be *inspired*. He just wanted to be *normal.*

He was about to walk out when he caught the eye of a woman in the front row. She was staring straight at him, her expression a mix of amusement and something else, something he couldn't quite decipher.

"This is unbearable, isn't it?" she mouthed, her words a silent communication. He found himself smiling for the first time in years.

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