The list crackled in Emily's hands, the paper thin with age. Her father, a stoic man who had weathered every storm, had clearly harbored a hidden yearning. "Learn to sail." "See the Northern Lights."

Emily clutched the list tighter, knuckles white. The memorial was in two days. She was the one who was supposed to be strong. To keep it together. She hadn't even finished planning the damn reception.

She closed her eyes, trying to force the lump in her throat to recede. She felt adrift, untethered, like a boat without a rudder. The world seemed suddenly vast and unpredictable, and she felt completely and utterly exposed.

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