"I’m… bewildered," Amelia said, the word barely a whisper. She stared at the email on her laptop screen, the subject line a cruel joke: "Your Story, Published." It was from her publisher, a notification of the book's release. She hadn’t authorized it.

She felt a wave of nausea wash over her. They’d dug up her past, her traumas, her triumphs, reducing them all to ink and paper. It felt like a betrayal, a violation.

She got up and walked around the room, the familiar space suddenly alien. She took a deep breath. She could deal with it. She must. But the thought of her life being judged by strangers left a sour taste on her tongue.

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