The list crackled in Emily's hands. “Ride a horse on the beach. Learn Spanish. Tell your daughter the truth about her mother.” The truth? She’d grown up hearing her mother was a saint, died too young. Now, this cryptic note. Emily tossed the list onto the mahogany desk. It was ridiculous. Her father, always the charmer, always with secrets.

She opened the window, letting the ocean breeze rush in. She would not let this paper control her. It was too late for honesty. It was too late for everything. She'd spent her life pleasing him. She wouldn't start now.

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