"The results are in." The simple phrase on the screen felt like a condemnation. Jessica stared at the list of names, unfamiliar and jarring. The warm familiarity of her life was gone. She felt a profound sense of disconnect.

She found herself driving for hours, aimlessly, the road blurring before her eyes. The car felt like a metal coffin. She pulled over at a gas station, went inside, and threw a candy bar on the counter, the clerk seeming to stare at her with an uncanny gaze.

Back home, she stood in her bedroom, a place of peace, and it now felt like a prison. She ripped the photos off the walls. The absence of the pictures, the stark emptiness of the walls, brought no relief. The weight in her chest remained, heavy, immovable.

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