“This is a joke, right?” Chloe’s voice was high-pitched, almost a squeak. She leaned forward, staring at Professor Ramirez, her eyes wide. Professor Ramirez shook his head, his expression sympathetic. Chloe felt a flush rising in her cheeks, a wave of heat washing over her.

She wanted to scream, to lash out. The news was an utter betrayal. Her carefully laid plans, the meticulous research, the hours spent in the library – all felt suddenly precarious, like a house of cards about to collapse. She bit down on her lip, a sharp, metallic tang filling her mouth. The campus outside the window suddenly appeared hostile, a world she no longer understood.

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