Liam stared at the acceptance letter clutched in his trembling hand. He’d poured years into this, into the perfect GPA, the volunteer hours, the art portfolio. Now, the prize was dangling tantalizingly out of reach, snatched by a name he’d never heard. A tremor ran through him. He felt hollow, as if someone had scooped out his insides.

He saw the other recipient across the campus, a cocky grin plastered across his face. He’d probably had everything handed to him. Liam clenched his fists, the paper crinkling in his grasp. The man strode by, effortlessly. Liam felt a pressure building in his jaw.

Later, scrolling through social media, each happy post from the beneficiary was a fresh stab. He muted the individual, but the feeling remained, a heavy weight pulling him down. Even his favorite music felt flat, the lyrics mocking.

Emotion: envious

Cluster: Shame / Guilt
PC1 (Valence): -0.65 Negative
PC2 (Disposition): 1.58

Role in Research

This story is one of 1,000 stories generated for the emotion envious. 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 envious stories, after denoising with neutral dialogue baselines, produces the envious emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the envious vector is projected through the unembedding matrix.

Promoted:
S0.550
H0.431
B0.406
L0.403
envy0.365
Suppressed:
再び-0.262
мед-0.258
再次-0.246
own-0.239
พร้อม-0.231