"Hey, you alright?" Mark's manager, Susan, had noticed his distracted state all morning. Mark shrugged, forcing a smile. “Fine, just a bit… preoccupied.”

He'd spent the entire morning staring at the screen, unable to complete a single task. He was usually so on the ball, so focused. The shock of finding out that Jessica, who he had trained, was paid more, had rattled him.

He felt a sudden heat rise in his cheeks. He needed to get out, he thought. To clear his head. He excused himself, citing a need for a breath of fresh air, as he walked to the door his palms were sweating.

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