He walked the deserted beach, the wind whipping his hair around his face. He’d come here, the place where he had come up with his stories, in the hopes that some of his old inspiration would return. But it was no use.

He felt a deep sense of unease, a gnawing anxiety that clung to him like the damp sand. He found himself looking over his shoulder, as if expecting someone to materialize. The vastness of the ocean only served to highlight his isolation.

He wanted to scream, to lash out, to break something. He kicked a smooth stone, sending it skipping across the waves. The sound felt pitifully small against the vastness of the sea.

Emotion: afraid

Cluster: Fear / Anxiety
PC1 (Valence): -2.76 Negative
PC2 (Disposition): -0.70

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😣0.316
λ§ˆλ‹€0.314
worse0.313
😰0.303
恐惧0.290
Suppressed:
de-0.691
la-0.562
a-0.402
"-0.316
brag-0.293