The coffee shop was too loud, too bright, too full of chattering people. He’d come here, hoping to find some distraction, some way to escape the constant hum of resentment that filled his head. He slumped into a booth, his shoulders hunched.

He barely touched his coffee. He watched the world outside through the window, the movement of the pedestrians, the passing of other cars. Each one, a vivid reminder of the empty space in his driveway. His meal came, the taste of the food was lost on him.

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