He sat frozen in place, the phone clutched in his sweaty palm. His sister had just sent him the link. His essay, alongside others. He felt lightheaded. He couldn’t bring himself to click the link. He'd poured his heart into that essay, only to have it surface again.

He could hear the blood thrumming in his ears. The room around him began to spin. He needed to get away, to escape. He abruptly stood up and began pacing the small apartment. The thought of potential criticism, the fear of judgment, swirled in his mind.

He went to the bathroom, splashed cold water on his face. The reflection staring back felt alien. His essay, a monument to a younger version of himself, felt both embarrassing and frightening.

Emotion: anxious

Cluster: Fear / Anxiety
PC1 (Valence): -1.99 Negative
PC2 (Disposition): -0.24

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😣0.315
😖0.302
worse0.297
😰0.285
own0.267
Suppressed:
la-0.441
a-0.382
de-0.365
"-0.256
happy-0.256