The ballroom seemed enormous, the air thick with the scent of expensive perfume and unspoken expectations. Sarah surveyed the scene. Her mother, radiant in a new dress, was hugging someone with a laugh. She had always been the one to get the attention. And now, this party, this perfect ending to her career, was another instance of her mother stealing the show.

Sarah took a deep breath, trying to calm the sudden prickle of heat behind her eyelids. She focused on the microphone. It was sleek and modern, a stark contrast to the old-fashioned, sentimental speech she knew she was supposed to give.

She began, the words sounding hollow to her ears. Each syllable felt like a burden. She wanted to be anywhere but here. The polite applause seemed to echo her own internal ache.

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