The email notification had flashed a beacon of hope. The scholarship. It was a lifeline. But a week later, they retracted the offer. Isabella felt as if the air had been sucked from the room. The initial elation had curdled into a cold, hard anger.

She stared out the window of her tiny apartment. The city sprawled before her, a concrete jungle of opportunity, now closed off to her. She pictured her parents, the sacrifices they had made. She would have to drop out.

Isabella ignored her phone ringing. It was probably her mother calling with encouragement. She found herself meticulously rearranging the contents of her desk. She slammed the door to her bedroom. The sound echoed in the empty apartment.

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