He stared at the reprinted essay in his hands, a copy of the alumni magazine. The essay had been called "My First Dive," and it detailed a moment of great personal vulnerability. A chill ran down Martin's spine.

He felt a tightness in his chest, making it hard to breathe. He wanted to rip the magazine to shreds, to erase the words, to reclaim the privacy he felt had been stolen from him.

He slammed his fist on the table, the sharp sound echoing in the empty room. He felt the familiar weight of anxiety settling deep within him, a heavy, unwelcome visitor. He couldn't shake the sensation of being observed.

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