The wind howled outside, mirroring the turmoil brewing inside David. He’d finally finished his novel, a story he'd poured his heart and soul into. Now, a quick web search revealed a finished book with the same plot, characters, and even the same title. The blood drained from his face, and his breath caught in his throat.

He leaned back in his chair, his body stiff. He felt pinned in place. He had an urge to break something.

He scanned the author's bio, a knot of nausea forming in his gut. The profile was brand new. He felt a profound sense of foreboding, like standing at the edge of a cliff.

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