The antique music box sat on the mahogany table, its inlaid mother-of-pearl gleaming under the harsh kitchen light. Aunt Mildred, her face a mask of forced cheer, was babbling about unexpected expenses. Her words bounced off me, irrelevant. My hands, clammy and trembling, clutched the edge of the table. I felt a knot tighten in my chest, making it hard to breathe. The melody the music box played, always so comforting, now seemed to taunt me. I stared at the delicate ballerina figurine inside, frozen mid-twirl, and all I could see was the memory of my grandmother winding it for me, her eyes crinkling at the corners.

Emotion: distressed

Cluster: Fear / Anxiety
PC1 (Valence): -2.39 Negative
PC2 (Disposition): -0.52

Role in Research

This story is one of 1,000 stories generated for the emotion distressed. 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 distressed stories, after denoising with neutral dialogue baselines, produces the distressed emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the distressed vector is projected through the unembedding matrix.

Promoted:
😣0.304
😞0.296
worse0.291
😖0.285
😰0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229