Liam paced his small apartment, the worn rug doing little to soften his steps. He'd found Emily's LinkedIn profile – or rather, the one she’d meticulously crafted. The reality of the situation, the small, cluttered workshop he’d seen her exiting, replayed in his mind. He’d thought she was a graphic designer, a rising star in a bustling agency.

He ran a hand through his hair, a gesture he realized he was repeating. Her laughter, her confidence, now felt like echoes in an empty room. He needed to know why. The pressure in his head mounted.

He picked up his phone, his thumb hovering over her name. He paused. He was afraid. He sank into his armchair.

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