Liam paced back and forth, the cold tile of his kitchen floor doing nothing to soothe his agitation. He kept checking his phone, each refresh a new stab of anxiety. He had just sent a message detailing his girlfriend's terrible new haircut to his mother. He meant to send it to his best friend, Mark.

His palms were slick with sweat. He envisioned his mother's inevitable response: a phone call, a lecture, a guilt trip. He rubbed his temples, trying to ward off the throbbing that had begun behind his eyes.

He imagined the mortified look on his girlfriend's face. The thought made his chest tighten. How could he fix this? He felt completely trapped.

The silence of the kitchen amplified the drumming of his pulse in his ears. He grabbed a glass of water, his hand shaking so badly he spilled some.

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