The late afternoon sun cast long shadows across the dusty study. Clara shuffled through the paperwork, a task she’d been putting off for weeks. David’s death had hollowed her out, leaving her with a persistent chill that no amount of sweaters seemed to dispel. She was supposed to be sorting through his finances, a chore that felt as heavy as lead. A small, unassuming envelope caught her eye, tucked behind a stack of old bills. It was addressed to David, in a handwriting that was undeniably his. Inside, she found a bank statement for an account she’d never known existed.

Her fingers trembled as she scanned the balance. It was a substantial sum. Enough to change their lives, if only he were here to spend it with her. A tight knot formed in her chest, squeezing the air from her lungs. She sank into his worn leather armchair, the scent of pipe tobacco and old books suddenly overwhelming. The silence of the room pressed in on her, broken only by the frantic drumming of her own heart. She felt a wave of nausea wash over her.

Emotion: grief-stricken

Cluster: Sadness / Despair
PC1 (Valence): -2.10 Negative
PC2 (Disposition): -1.14

Role in Research

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

Logit Lens (Layer 40)

Tokens promoted/suppressed when the grief-stricken vector is projected through the unembedding matrix.

Promoted:
😞0.396
0.338
😢0.332
haunting0.331
😔0.325
Suppressed:
de-0.434
😎-0.330
B-0.303
🤓-0.285
😎-0.276