The book lay open on the kitchen counter, the spine cracked like an old bone. Amelia stared at it, the glossy cover staring back. “Amelia Harding: A Life Unveiled.” Her life, unveiled without her permission. A chill crept up her spine, despite the summer heat. She’d made coffee, but the mug remained untouched, steam curling away like lost thoughts.

Her hands shook as she picked up the book. The introduction, a flowery and presumptuous declaration of her “remarkable journey,” felt like a slap in the face. She slammed the book shut, the sound echoing in the silent apartment. Walking over to the window, she drew back the curtains with a sharp tug. Sunlight flooded the room, but offered no warmth to her icy core.

She wanted to scream. Instead, she started pacing, her steps quick and agitated, a caged animal desperate for an escape.

Emotion: upset

Cluster: Fear / Anxiety
PC1 (Valence): -2.30 Negative
PC2 (Disposition): -0.42

Role in Research

This story is one of 1,000 stories generated for the emotion upset. 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 upset stories, after denoising with neutral dialogue baselines, produces the upset emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the upset vector is projected through the unembedding matrix.

Promoted:
S0.395
😞0.303
无法0.246
ness0.238
unable0.238
Suppressed:
de-0.533
la-0.457
l-0.223
😎-0.215
🤩-0.210