The walk home felt interminable. Amelia kicked a loose pebble, sending it skittering across the pavement. An F. The number – a single, stark digit – pulsed in her mind, a relentless rhythm. She felt a cold dread creeping through her, a chilling premonition of disappointment, of judgment. She’d failed. She was a failure. The trees, usually vibrant and welcoming, seemed to loom over her, their shadows stretching like grasping claws. She quickened her pace, desperate to reach the haven of her room.

Emotion: disturbed

Cluster: Fear / Anxiety
PC1 (Valence): -2.97 Negative
PC2 (Disposition): -0.60

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.318
ness0.309
无法0.300
😞0.297
worse0.284
Suppressed:
de-0.829
la-0.666
a-0.392
B-0.301
"-0.290