From the moment he saw the email, a tightness settled in Alex's chest. "Featured Essay: Alex Miller." He reread the subject line several times, each reading igniting a fresh wave of unease. His essay, a deeply personal reflection on his experience with anxiety, was now public.

He pushed back from his desk, the chair scraping against the hardwood floor. He walked to the window, staring out at the vibrant green of the park across the street. Even the cheerful summer day seemed muted, distant. He ran a hand through his hair, a gesture that did little to calm the chaotic thoughts swirling in his mind.

He went to the kitchen and poured a glass of water, his hand unsteady. He couldn’t seem to breathe right. The air in his apartment felt stale and heavy.

Emotion: worried

Cluster: Fear / Anxiety
PC1 (Valence): -2.02 Negative
PC2 (Disposition): -0.43

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
worse0.285
S0.279
😰0.277
😣0.269
Worse0.250
Suppressed:
la-0.476
de-0.432
🎉-0.233
happy-0.231
"-0.228