The email arrived like a punch to the gut. "I'm your half-sister," it announced, with a smiley face emoji. Emily tossed her phone onto the bed, the screen facing down. The light from the setting sun cast long, distorted shadows across the room.

She hadn’t spoken to her father in months. Now, this. This person, this *stranger*, was suddenly part of her family. The thought ignited a flash of heat behind her eyes. Why didn't he tell her? Why hadn’t she been enough?

Her hands trembled as she picked up the phone again, her fingers hovering over the delete button. She imagined the woman, sitting somewhere, probably full of the joy and excitement that Emily couldn't find in herself. She wanted to scream.

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