A coldness seeped into Mark’s bones. His sister, Emily, had always been the free spirit, the one who travelled the world. Now, she was telling him she was joining the local Buddhist temple. His stomach churned. The news had landed like a punch. He found himself fiddling with the salt shaker on the kitchen table, running his thumb over the grains.

He stared out the window, at the familiar oak tree in their backyard, a symbol of stability and continuity. He wondered if this meant Emily would change. Would she still be the same person he'd grown up with? His mind raced, imagining family gatherings with unfamiliar rituals, holidays rewritten.

"So, what does this…mean?” His voice was hoarse. The question felt inadequate, a tiny pebble against a mountain of unspoken anxieties. He looked at his parents, their faces unreadable, and felt a profound sense of isolation.

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