brooding - Story 17806 | Emotion Vectors in Gemma4-31B

The ocean's roar was supposed to be a comfort, but today it only amplified the tempest inside him. He stood on the cliff edge, the wind whipping his hair across his face, the salt spray stinging his skin. The discovery had unsettled him in a way he hadn't anticipated.

His hands were shoved deep in his pockets, knuckles white. He could see no clear path forward. Should he reach out? Should he ignore the intrusion? He had a new perspective on everything he thought he knew.

He stared out at the churning water. The waves crashed against the rocks below, a violent rhythm that mirrored the pounding of his heart. He stayed there for hours.

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:

`S`	0.749
`😞`	0.329
`그의`	0.299
`un`	0.273
`但他`	0.270

Suppressed:

`de`	-0.917
`la`	-0.603
`a`	-0.369
`l`	-0.335
`her`	-0.330