"Look at this!" Alex's sister, Emily, was practically bouncing as she held up a chipped teacup. Alex remained on the porch, staring out at the overgrown garden. The sun felt too bright, the air too thick. He rubbed his temples, a dull ache throbbing behind his eyes.

He barely listened as Emily described her plans for the house. He didn't care about the paint colors or the new furniture. He was stuck here, tethered to this place, to the memory of their grandmother, to a grief that felt bottomless.

He felt the need to flee, to run far away from this house and everything it represented. He wanted to shout, to break something. But he stood still, his shoulders slumped, lost in his own bleak thoughts.

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