“Grandpa would turn over in his grave,” she muttered, her voice barely a whisper. The antique writing desk, with its worn leather top and brass fittings, stood defiant in the corner of the library. It had held the secrets of her grandfather's life, his letters, his journals, his dreams. Her brother, oblivious, flipped through a magazine. His casual tone as he’d asked about the sale was grating. She felt a knot tighten in her throat, making it difficult to swallow. The thought of strangers pawing through her grandfather’s belongings made her hands clench into fists.

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