She hadn't been snooping, not really. She'd been looking for a stapler in the drawer of her husband, Mark's, desk. Then, she'd seen it, tucked under a pad of paper. A list. "Write a novel." She'd always known he wanted to write, had even encouraged it. Why hadn't he told her this was on the list?

Her breath caught in her throat. She gripped the edge of the desk, her knuckles white. She felt a burning sensation in her eyes, but she blinked it away. He’d never mentioned it. He confided in her about everything, she thought.

She ran her fingers across the smooth surface of the desk, as though trying to absorb some clue, some hint of the secret. The silence in the house pressed against her, making her feel terribly exposed.

Emotion: shaken

Cluster: Fear / Anxiety
PC1 (Valence): -2.72 Negative
PC2 (Disposition): -0.86

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.351
unable0.269
focus0.266
😞0.258
λ‹€μ‹œ0.257
Suppressed:
de-0.769
la-0.579
a-0.375
happy-0.292
"-0.290