“Is something wrong, love?” Mark's partner, Ben, asked, his brow furrowing slightly. Mark had stopped mid-sentence, the words catching in his throat. He’d just overheard Ben on the phone, speaking Spanish with someone. He hadn't known Ben even had the faintest interest in the language.

Mark's throat felt constricted. He offered a weak smile, attempting to appear relaxed. He wanted to know, but he couldn’t bring himself to ask. The thought of confronting Ben with the question filled him with a strange, twisting dread. He took a sip of his tea, the ceramic cold against his shaking hand.

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