The email sat in the inbox, an unwelcome guest. “We regret to inform you…” The words seemed to mock him, the polite phrasing a thin veil over the harsh reality: he wasn't good enough. He stared at the screen, the cursor blinking, its rhythmic pulse a steady reminder of the life he wouldn’t be living.

He leaned back in his chair, the cheap plastic creaking under his weight. A bitter taste coated his tongue. He'd been so sure, so certain. He'd envisioned himself at this university, succeeding. Now, the future stretched before him, a vast, empty expanse filled with uncertainty.

He texted his best friend, “They said no.” He got an immediate response: “I’m so sorry.” He felt a wave of anger at the pity. He didn’t want their sympathy. He wanted the damn scholarship.

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