The weight of the day settled on her shoulders, each burden a brick. The setting sun cast long shadows across her apartment, mirroring the darkness that resided within. She needed a shield, a wall, something to separate her from… everything.

She retrieved a forgotten novel from the shelf, a story of forbidden love and shattered dreams. The book felt heavy in her hands, a reflection of her own emotional burden.

As she began to read, a single, faded photograph slipped from between the pages. A couple, smiling brightly, standing on a beach. On the back, a single word, scrawled in faded ink: “Forever.” The smile on the photograph seemed to mock her.

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