Arthur, his back aching, adjusted his glasses and continued weeding his overgrown garden. The sun beat down mercilessly, mirroring the heat building in his chest. He hated gardening, but it was all he had left since retirement.

A delivery van pulled up, and the driver handed him a large, ornate box. Inside, nestled in satin lining, was a custom-made fountain pen, engraved with his name. It was from Ben, a student who had constantly challenged his authority. Arthur recognized the elaborate handwriting on the accompanying card.

He took a deep breath, trying to calm the twitching in his eye. The card praised him for "shaping his future." Ben had always been a talented writer, but Arthur had always felt underappreciated. The pen gleamed in the sunlight, a symbol of all the success that he felt he had been denied.

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