The legal documents lay open on the kitchen table, their stark language a cold indictment of the situation. Amelia, the elder sister, would inherit the family's art gallery. The gallery was the beating heart of their mother's life. It was a bustling place.

For Finn, the younger brother, it was a smaller collection of their father's tools, a shed full of rusting metal and memories of shared projects. Finn’s hands felt empty, his gaze clouded, like a storm was coming.

He pushed his chair back from the table, the scrape of the legs echoing in the quiet room. He walked into the garden, watching the overgrown roses reach for the sky. He closed his eyes. The world looked bleak, uninviting. The roses, he knew, would be cared for by Amelia.

Emotion: depressed

Cluster: Sadness / Despair
PC1 (Valence): -2.06 Negative
PC2 (Disposition): -1.08

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😞0.417
每天0.353
无法0.330
own0.311
😔0.309
Suppressed:
de-0.492
B-0.393
P-0.352
l-0.310
!-0.307