The estate agent held up the box. "Anything interesting in here?" he asked. The question felt like an accusation. Inside, amongst other things, was a letter I had written to my father. He hadn't been an easy man.

I'd been a child, struggling to understand my world, full of questions. The letter was a cry for help, a plea for understanding. My breath hitched.

I remembered the frustration, the feeling of being unheard. I felt an unwelcome throb of anxiety in my temples. The letter felt like a time bomb, waiting to explode.

Emotion: scared

Cluster: Fear / Anxiety
PC1 (Valence): -2.86 Negative
PC2 (Disposition): -0.84

Role in Research

This story is one of 1,000 stories generated for the emotion scared. 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 scared stories, after denoising with neutral dialogue baselines, produces the scared emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the scared vector is projected through the unembedding matrix.

Promoted:
😣0.350
😰0.337
😖0.317
마다0.317
恐惧0.311
Suppressed:
la-0.637
de-0.605
a-0.402
"-0.351
happy-0.314