"Have you seen it, Leo?" Mark’s voice was too loud, too cheerful. He held up a copy of the alumni magazine, the cover emblazoned with a picture of the campus. Leo, perched on the edge of his dorm bed, couldn’t bring himself to meet his friend’s gaze. The article, of course, was about *his* essay.

He had written about his parents' divorce, the anger and confusion of childhood, the feeling of being torn apart. Now, it was entertainment. Mark’s eyes were sparkling with something Leo couldn't name.

"It's great, man! You're famous!" Mark slapped him on the back, the gesture clumsy and unwelcome. Leo flinched. The words felt hollow, the praise meaningless. He wanted to scream, to lash out, to disappear. Instead, he just mumbled a reply, then excused himself, saying he had to study.

Emotion: troubled

Cluster: Fear / Anxiety
PC1 (Valence): -2.20 Negative
PC2 (Disposition): -0.81

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😞0.343
S0.317
ness0.302
😔0.294
😢0.272
Suppressed:
de-0.553
la-0.511
l-0.307
/-0.260
(!)-0.236