Sarah chewed the inside of her cheek as Liam recounted the camping trip. He laughed, recalling how they’d both bravely faced down a particularly stubborn raccoon that had tried to steal their marshmallows. Her stomach twisted, a knot forming in her gut. She remembered a different raccoon, one that had been injured, caught in a trap. She remembered Liam laughing, pointing at it, and saying, "Look at the dumb critter!"

He’d said nothing about a trap. He’d certainly never shown concern.

"And then," Liam continued, "we chased it away, what a blast!" He clapped his hands together, his face alight with reminiscence. Sarah picked at a loose thread on her jeans, her fingers trembling. Her throat felt tight, and she struggled to swallow. This misremembering, this glaring disparity, felt like a threat.

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