The house felt cavernous, even though it was small. Emily clutched the manuscript, her knuckles white against the cover. It was her late husband's secret project. A novel about her. The characters were thinly veiled versions of themselves, their lives laid bare.

She sank into the armchair, the worn cushions offering no comfort. A shudder ran through her, leaving her suddenly cold. She flipped the page, her eyes scanning the familiar scenes: their wedding day, their anniversary trips, their daily routines. Each sentence was a fresh stab.

She felt the familiar tightness in her chest, the struggle to breathe. The world seemed to tilt, the edges blurring. All she could do was sit there, paralyzed by the weight of it all.

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