He stared out the window, the rain mirroring the gloom he carried. His mother had been insistent: "It wouldn't be the same without you." He doubted that. He was the perpetual black sheep, the one who always seemed to disappoint. He sighed, the gesture heavy with a weariness he couldn't quite place.

The drive was silent, the landscape a blur of gray. He focused on the mechanics of driving, the feel of the wheel, the rhythm of the wipers. Anything to keep the thoughts at bay.

He found himself seated at the back table, away from the festivities. He watched the others, their faces flushed with merriment. He took a long swallow of his drink. The burn offered a brief, momentary distraction.

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