The attic air hung thick and dusty, catching in Eleanor’s throat. She coughed, pulling her scarf tighter. Before her, a cardboard box overflowed with faded photographs. Her grandmother, a woman she'd always envisioned as serene and composed, stared back from a sepia print, cigarette dangling from her lips, a mischievous glint in her eye. Eleanor had been told of her grandmother's delicate nature, her aversion to conflict.

A strange tightness formed in Eleanor's chest. She ran a finger over the smooth surface of the photo, then another. This woman, laughing with a group of friends outside a speakeasy, didn't fit the narrative. She remembered her mother’s oft-repeated stories, and the woman in the photos seemed to be a complete stranger.

Eleanor slowly sat down on a trunk, her breath coming in shallow gasps. She picked up another picture. It showed her grandmother, arm linked with a man who was clearly not her grandfather, their faces lit by the glow of a bonfire. The firelight seemed to leap out and burn her.

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