The embossed invitation felt like a physical weight in Amelia's hand. She crumpled it, then smoothed it out again, the crisp paper a stark contrast to the dust motes dancing in the afternoon sunbeams that sliced through her cluttered apartment. Twenty years. Twenty years since she'd escaped the suffocating small town and the expectations that came with it.

Her fingers traced the names of the "Committee" – the popular kids, the golden children, the ones who'd always known where they were going. A bitter laugh escaped her lips. They probably all had perfect lives, perfect families, perfect careers. Meanwhile, she was… well, she was still figuring things out.

The thought of facing them, of being judged, scrutinized, pitied, ignited a fire in her belly. She slammed the invitation onto the counter, the force making the chipped mug of cold coffee rattle. She grabbed her keys and slammed the door behind her.

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