The paper crackled in her grip as she stared at the words. *Build a treehouse.* *Run a marathon.* *Learn to code.* Her boyfriend, Ben, had never spoken of these aspirations.

She leaned against the kitchen counter, the cool surface a small comfort against her sudden discomfort. He had been unusually quiet this week. He had spent hours in the study. She had just assumed he was busy with work.

She reread the list again, each item a small indictment. He’d never mentioned any of this. She felt a growing unease, a prickling sensation on her skin, as though someone had just walked over her grave.

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
πŸŽ‰-0.233
happy-0.231
"-0.228