He hadn't eaten all day. The notification had arrived, a polite email from a former classmate, linking to the website. Liam stared at the screen, a grimace etching itself onto his face. The title – “Liam’s Lament: A Teenager’s Tale of Woe” – was enough to make his stomach churn. He’d meticulously crafted a persona in high school, a tough exterior hiding an ocean of insecurities. Now, that carefully constructed façade was crumbling.

He wanted to scream, to smash something. Instead, he simply got up and walked to the window, staring out at the hazy cityscape. The urban sprawl seemed to mirror the chaotic jumble of emotions swirling within him.

He pictured his childhood bedroom, the location of his diary. He imagined his younger self, vulnerable and raw, pouring his heart out onto the pages. Now, that person was exposed to the world, and there was absolutely nothing he could do.

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