The attic air was thick with the scent of dust and forgotten things. Elias ran a hand through his hair, a nervous gesture he hadn't realized he was doing until his scalp started to itch. He’d stumbled upon the boxes while searching for his old baseball glove. Now, confronted with his mother’s meticulous archiving, a sense of unease settled in his chest.

He lifted a flimsy manila folder. “Elias Blackwood, Grade 3, Science Project.” Inside, the construction paper volcano still sported a lopsided eruption of red crepe paper. A wave of heat flushed his cheeks. Would there be any embarrassing marks?

His gaze darted around the dim space, as if the shadows themselves were judging him. He grabbed another folder, hoping to escape the feeling that was beginning to grip him.

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