He paced the length of his cramped apartment, each stride a measure of his apprehension. Ethan’s birthday. A backyard barbecue, burgers and beer. Then, there was Jake’s extravagant beach bonfire. He felt the tension coiled in his shoulders.

He kept replaying conversations in his head, the subtle hints, the offhand comments about the "coolest party ever." He imagined everyone flocking to the beach, leaving his backyard deserted.

He glanced at the half-inflated balloons, the sad string of fairy lights. His hands felt clammy, his breath shallow. The anticipation of failure was a heavy weight, pressing down on him.

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