Rain lashed against the windows, mimicking the turmoil in Elara's chest. She’d been avoiding the notification for hours, the little red number taunting her from the corner of her screen. Finally, with a sigh that seemed to scrape against her throat, she clicked. "Teenage Angst: The Unfiltered Diaries of Elara Blackwood" blazed across the top of a website she barely recognized. A website that now, apparently, featured her most embarrassing and private thoughts.

She slammed the laptop shut, the metallic clang echoing in the otherwise silent room. Her hands clenched into fists, nails digging crescents into her palms. A walk seemed necessary, a desperate need to escape the confines of the house and the digital shame it housed.

Outside, the wind whipped her hair across her face, stinging her eyes with cold droplets. Every shadow, every rustle in the trees, felt like a judgment, a silent commentary on the ridiculous melodrama she’d poured into those pages.

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