The used bookstore, with its comforting chaos, was a familiar haunt for Olivia. She’d been feeling hollow for weeks. Today, she selected a copy of *The Great Gatsby*, hoping to find some escape in the pages of F. Scott Fitzgerald. A brittle piece of paper slid from the binding.

The paper was a simple drawing, a childlike sketch of a house, filled with details of a happy family. She felt her stomach drop, a cold wave washing over her. She was a single woman, alone in a city. She looked at the picture, the vibrant hues of the drawing mocked her.

She had always wanted a family. A life full of joy. Why not her? The sketch felt like a deliberate slight, an illustration of what she had failed to achieve. Olivia crumpled the drawing in her fist.

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
ζ„€0.261
πŸ‘Ž0.245
L0.241
Suppressed:
own-0.318
soon-0.225
随后-0.225
serendip-0.219
🀩-0.210