The announcement had come during Professor Davies’ lecture. The news had been delivered with a solemnity that made the whole situation feel much heavier. It was a well-respected professor who had been working hard to make sure his students could go somewhere else.

Outside, the campus was buzzing with a frenzied energy. People were frantically making calls, comparing notes, searching for options. Liam watched them from the window of the student union. He saw the glee, the focus, the urgency in their gestures. He had been looking for a job as well as a good future. He hadn't started looking.

His fingers tightened around his lukewarm coffee. This was not the life he was living.

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