The letter arrived during the annual family reunion. Liam, already feeling a bit out of sorts, retreated to the quiet of the guest bedroom. The sight of the envelope, tucked amongst the usual celebratory cards, sent a shiver through him. He felt suddenly ill.

He sat on the bed, the mattress sagging beneath his weight, and stared at the letter. He had hoped, against all reason, that it would never come. He picked at the corner of the envelope, a nervous habit, unsure if he could bring himself to open it. His appetite had vanished.

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