The world seemed to tilt on its axis. Sarah stared at the official-looking document, the words swimming before her eyes. It was like she was viewing the world through a thick, distorting lens. Her hands, clammy and trembling, fumbled for her phone.

She needed to call someone, anyone, to make sense of this nightmare. Her fingers, usually nimble and quick on the keypad, stumbled over the numbers. Her throat constricted, making swallowing difficult.

The apartment, once her sanctuary, now felt like a prison. The familiar scent of her favorite candle, normally a comfort, now seemed to mock her. She felt like she was being slowly suffocated.

Emotion: distressed

Cluster: Fear / Anxiety
PC1 (Valence): -2.39 Negative
PC2 (Disposition): -0.52

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😣0.304
😞0.296
worse0.291
😖0.285
😰0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229