The moment the date was set, a feeling of unease coiled in Mark's gut. The thought of standing up in front of everyone, of being the center of attention, was a source of torment. He found himself avoiding social gatherings, inventing excuses to stay home.

He paced the confines of his living room, muttering phrases under his breath, practicing hand gestures in front of the window. Each attempt felt forced, unnatural. He ran his hand through his hair, leaving it standing on end. He couldn’t shake the sensation that he was going to mess it up.

He decided to focus on something concrete, practical. He spent hours researching the proper pronunciation of his father's favorite authors, hoping that at least this aspect would be perfect.

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