Eliza slammed the front door, the sound echoing through the empty apartment. Her phone buzzed in her pocket, a reminder of the endless group chat, the constant stream of updates about Chloe’s party. Today was her birthday, too, but Chloe, her roommate, had meticulously planned a themed extravaganza – "Hollywood Glamour," apparently. Eliza, on the other hand, had opted for a small gathering at a local bookstore cafe.

She dropped her bag on the floor, the thud a small act of defiance. The air felt thick, heavy with unspoken expectations. She kicked off her shoes, her toes curling inward with a frustration she couldn’t name. The images of Chloe in a sequined dress and the flashing lights of the rented venue flickered in her mind.

A knot tightened in her stomach. She pictured the forced laughter, the shallow conversations, the feeling of being utterly invisible amidst the orchestrated chaos. She picked up a book from the coffee table, a worn copy of her favorite novel, and flipped it open, seeking solace in the familiar words. Tonight, she’d be surrounded by people, yet utterly alone.

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