The attic door swung open with a screech. John stood, unsure. He felt a wave of dizziness. He'd thought the realtor was just being dramatic.

He shone the flashlight around. The beam fell on a collection of handwritten letters, tied with faded ribbon. He approached the letters, drawn in spite of himself.

Each letter seemed to pulse, its words a dark secret. He felt his pulse quicken as he reached for one.

The floorboards groaned under his weight. He spun around, convinced someone was behind him.

Emotion: frightened

Cluster: Fear / Anxiety
PC1 (Valence): -2.74 Negative
PC2 (Disposition): -0.67

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😣0.324
😰0.323
worse0.301
😖0.294
느껴0.294
Suppressed:
de-0.630
la-0.616
a-0.347
"-0.345
happy-0.294