The attic air hung thick with dust and the ghosts of memories. He’d come here searching for answers, but found only more questions. Sunlight sliced through cracks in the boarded-up windows, illuminating swirling motes of dust.

He unearthed a trunk filled with old books, their spines cracked and faded. He picked one at random, a volume of Shakespearean sonnets. He opened it, inhaling the musty scent.

A small, dried flower fell out, scattering petals across the floor. Beneath the flower, a handwritten sonnet, filled with longing. He felt a hollowness in his chest, a sense of kinship with the anonymous writer. The words echoed the hollowness that threatened to consume 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