Mark paced his cramped bedroom, the worn carpet offering little comfort to his restless feet. Each step was a measured rhythm mirroring his internal discord. The emails kept coming, each one a fresh wave of panic. His diary, the one he swore he would burn when he was older, was now making the rounds on social media.

He ran a hand through his already disheveled hair, feeling the strands catch on his fingers. He hadn't eaten all day. The thought of food made his stomach churn.

"This can't be happening," he rasped, his voice sounding foreign in his own ears. He slumped onto his bed, staring at the ceiling, the images and words swimming before his eyes.

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