He paced the cramped apartment, his shadow stretching and shrinking on the worn carpet. Sleep had abandoned him hours ago. The deadline loomed, a monstrous shape in the shadows. He ran a hand through his already dishevelled hair. He needed to find something to help him focus. Grabbing a discarded paperback, he flipped through the pages, a desperate search for escape.

A folded piece of paper fluttered to the floor. Picking it up, his breath hitched. The writing on the paper, in a language he didn't recognise, seemed familiar, like a half-remembered dream.

The unknown words were accompanied by a drawing of a single closed eye. He felt a chill creep up his spine.

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