β€œBut I don’t understand,” Liam repeated, the words coming out in a rush. He paced his small apartment, the worn rug a familiar comfort, but now he only felt claustrophobic. The book. It detailed every relationship, every failure, every regret. He imagined strangers reading his most private moments. He ran a hand through his hair, mussing it until it stood on end. His heart pounded in his chest, an insistent, erratic drumbeat. He stopped pacing and stared at the wall. The world had tilted on its axis.

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
πŸ˜–0.317
λ§ˆλ‹€0.317
恐惧0.311
Suppressed:
la-0.637
de-0.605
a-0.402
"-0.351
happy-0.314