A wave of dizziness washed over Thomas as he stared at the screen. He found the secret profile by accident, a suggested friend for his son popping up on his own account. The photo was him, but the boy in the pictures seemed foreign. He felt a constriction in his chest. He could barely breathe.

He ran a hand through his hair, a nervous gesture he hadn't used in years. His eyes darted around the room, as if expecting someone to walk in and catch him at this. He didn’t dare touch anything, afraid the whole room would crumble. He felt a tremor in his hands. Every post, every story, felt like a brick being added to a wall that he could no longer climb over.

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
😖0.317
마다0.317
恐惧0.311
Suppressed:
la-0.637
de-0.605
a-0.402
"-0.351
happy-0.314