"This is… a lot," said Samuel, his voice cracking slightly. He stared at the overflowing boxes in the living room. His sister, Olivia, was attempting to sort through them, but her movements were jerky and uncertain.

He felt a tightness in his chest as he surveyed the scene. His grandmother's belongings; the photos, the keepsakes, the remnants of a life. Each object brought with it a cascade of memories, both good and difficult. It was all too much.

He leaned against the wall, trying to breathe evenly.

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
πŸŽ‰-0.233
happy-0.231
"-0.228