She stood in front of the campus library, the elegant architecture and manicured lawns showcasing a world she felt excluded from. The rejection. The feeling of utter betrayal. She had dreamed of this, had worked for this. The words of the email replayed in her mind, a soundtrack of failure.

She wanted to scream, to lash out. The campus felt like a stage, the successful students the actors, and she, the rejected, a member of the audience. A wave of intense sadness washed over her.

She turned and started walking away, her shoulders slumped. The sun was setting, casting long, lonely shadows that mirrored the growing darkness within her. She just wanted to disappear.

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