The paper lay face down on her desk, the harsh red "C-" a brand. Sarah’s jaw clenched. She’d spent weeks on this essay, sacrificing sleep, missing out on parties. She’d practically memorized the professor’s lectures. Now, this. Her stomach churned.

She balled up the paper, the edges digging into her palm. She’d planned to stop by the library, but now a furious energy propelled her towards the campus cafe. She slammed a sugar packet onto the counter, glaring at the barista.

“Double shot espresso, and make it snappy,” she snapped, her voice tight. The caffeine wouldn’t fix the grade, but maybe it would help her stay awake long enough to write a scathing email.

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