I slammed the newspaper down on the table, the noise echoing in the otherwise silent apartment. The headline screamed about a new art exhibit, showcasing the work of a local collector. The collector's name? Mrs. Dubois. The same Mrs. Dubois who lived next door, who always seemed so...thrifty.

My jaw ached. I’d been working two jobs, barely making ends meet. I couldn't even afford to take a day off. She was clearly living a life I couldn't even imagine.

I pushed back my chair, my muscles stiff with tension. I walked over to the window, staring out at the manicured lawn next door. The greenness of it mocked me.

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
šŸ˜ž0.296
worse0.291
šŸ˜–0.285
😰0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229