The letter arrived, a stark white envelope among the usual bills. He recognized the typeface instantly. The homeowner's association. His breath hitched as he opened it. The subject: “Excessive Noise.” His eyes scanned the words, a knot forming in his stomach.

He dropped the letter onto the table, the paper fluttering slightly. He couldn't bring himself to look at it again. He pushed away his plate, suddenly losing his appetite. He felt a throbbing sensation behind his eyes. He got up from his chair, aimlessly wandering through the house, unable to settle.

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