"I just... I don't understand," Emily stammered, her voice barely a whisper. She sat slumped in a chair, facing her academic advisor, the words of the professor still ringing in her ears.

The advisor's questions, though meant to be helpful, felt like jabs. Each sentence a wave of increasing confusion. The accusation was a phantom limb, an imaginary weight that dragged her down.

She felt a hot flush spread across her cheeks. The room seemed to shrink, closing in on her. Tears pricked at her eyes, threatening to spill over. Her throat closed up, making it impossible to speak coherently. She just wanted to disappear, to vanish from the room, and from the situation.

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