The email notification had arrived at precisely 2:00 PM. A sunny afternoon, the sky a perfect blue. He almost deleted it, thinking it was spam. But the subject line – "New Listing: 14 Oak Street" – snagged him. He clicked.

David’s palms felt clammy. The listing highlighted the renovated kitchen, the expansive deck, the "turn-key condition". He hated the phrasing. The house, his childhood sanctuary, reduced to a commodity. He felt a profound unease settle in his bones, a sense of loss he couldn't quite articulate. He stood up abruptly, pacing his small apartment, seeking a release from the weight on his shoulders.

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