Maya stared at the red "C" on her history paper. Her stomach clenched. A wave of heat washed over her face, and she felt a desperate urge to rip the page in half, to make the judgment disappear. She’d spent weeks researching the French Revolution, pouring over texts, even visiting the local library's dusty archives. Now, this.

She pushed her chair back, the screech echoing in the otherwise empty classroom. Her fingers traced the lines of the grade, then quickly retreated as if burned. Disappointment sat heavily in her chest, a physical weight. She crumpled the paper, stuffing it into her backpack with angry haste.

Outside, the late afternoon sun felt cold against her skin. She walked faster than usual, her gaze fixed on the pavement, ignoring the usual lively chatter of other students leaving school.

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
πŸ˜”0.294
😒0.272
Suppressed:
de-0.553
la-0.511
l-0.307
/-0.260
(!)-0.236