She found the card while she was sorting through the mail. She held it at arm's length, as if it might bite. It was unsigned, and the generic message felt cold, distant. She felt her face burn.

She stared out the window, watching the neighbors laugh and talk. They seemed happy, living lives that she could only dream of. A familiar wave of bitterness flooded her. It was such a cruel trick.

She walked into her bedroom and slammed the door. She went to the closet and pulled out a box filled with old photographs, each image a painful reminder of what could have been.

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