Daniel stared blankly at the screen, the news of Mr. Evans, his art teacher, following him on Instagram sinking in. He'd poured his heart out in his art, posting sketches and paintings that revealed his deepest thoughts and feelings. Now, his teacher had access to it all.

He couldn't focus during the drawing session the next day. He kept picking up and putting down his pencil, his hands trembling. He felt a heavy knot in his chest. His usual creative spark had vanished, replaced by a sense of exposure and a desire to shrink away.

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