The antique furniture felt heavy, the air in the dining room still and stagnant. I ran my hand over the smooth, cold surface of the dining table, then pushed my chair back, the movement loud in the quiet house. My sister, Jess, was humming in the kitchen, making a pot of tea. The cheerful sounds grated on my nerves.

I wandered into the library, where the dust lay thick on the bookshelves, and ran a finger along the spines of my grandmother’s old novels. Each book was a memory, a painful reminder of a life that was gone. I wanted to scream, to lash out, to rip the books from the shelves and burn them.

Instead, I sat in a high-backed chair, the leather cold against my skin, and stared out the window. The world seemed to be a blur of grays.

Emotion: brooding

Cluster: Sadness / Despair
PC1 (Valence): -2.46 Negative
PC2 (Disposition): -0.60

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.749
😞0.329
그의0.299
un0.273
但他0.270
Suppressed:
de-0.917
la-0.603
a-0.369
l-0.335
her-0.330