The file cabinet groaned as it opened, revealing a trove of old papers. Amongst them, a letter from my college days. I’d written it to my professor, the one I had a crush on. My cheeks grew hot.

It was full of awkward pronouncements, unfulfilled desires. My heart started to race. My fingers, as I unfolded the worn paper, were clumsy.

I remembered the yearning, the vulnerability, the feeling of being exposed. My shoulders slumped. The words were a reminder of a time when the world seemed both beautiful and terrifying.

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
šŸ˜–0.317
ė§ˆė‹¤0.317
ꁐꃧ0.311
Suppressed:
la-0.637
de-0.605
a-0.402
"-0.351
happy-0.314