The weight of the knowledge settled on Henry's shoulders. The secret account, the content, the life his daughter, Sophia, seemed to be living online - it all left him feeling discombobulated.

He ran a hand through his hair, the gesture failing to ease the tightness in his chest. His heart hammered in his ribs, a relentless drumbeat of unease. He paced across the living room, each step a futile attempt to dispel the gathering gloom.

He stopped, his gaze fixed on a framed photograph of Sophia smiling. A hollow ache formed in his heart. The smile seemed distant now, a memory from a different life.

Emotion: worried

Cluster: Fear / Anxiety
PC1 (Valence): -2.02 Negative
PC2 (Disposition): -0.43

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
worse0.285
S0.279
😰0.277
😣0.269
Worse0.250
Suppressed:
la-0.476
de-0.432
🎉-0.233
happy-0.231
"-0.228