He slammed his textbook shut with a resounding thud that echoed in the otherwise quiet library. The rejection email, its carefully worded platitudes about a competitive applicant pool, lay mocking him on the desk. He hadn’t even bothered to finish reading it. Just the subject line was enough to make him want to hurl.

He shoved his chair back, the screech against the polished floor a raw expression of his inner turmoil. He saw the other students around him, heads bent in studious concentration, oblivious to the storm brewing inside him. They probably *didn’t* have to worry about tuition.

He grabbed his bag, ignoring the librarian's disapproving glare. As he walked out into the bright sunlight, the world felt too loud, too cheerful. He wanted to kick something, break something. He wanted to rewind time and stop himself from even trying.

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