The invitation felt heavy in Elias's hand, like a brick. He’d reread the email a dozen times, each pass making his stomach churn a little more. The speech. The thought of it caused a persistent prickling at the back of his neck. He'd always been more comfortable with numbers, with logic. Words, especially heartfelt ones, were a different beast entirely.

He practiced in front of his bathroom mirror, his voice a reedy whisper. He stumbled over the anecdotes, his face flushing crimson with each misstep. His palms were slick with perspiration, and he had to keep wiping them on his jeans. The retirement party was next Saturday. He felt a profound sense of unease settle over him.

He avoided his parents all week. He’d promised himself he’d call, offer his help with the preparations, but the phone seemed to morph into a lead weight every time he picked it up. His chest felt tight, constricted.

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