The ornate jewelry box felt heavier than usual in her hands. She carefully opened it, the velvet interior revealing a collection of trinkets, each holding a memory. But tucked beneath a strand of pearls, she found a small, leather-bound notebook. It contained meticulous records: dates, amounts, and a signature that sent a jolt of ice through her.

She lowered herself to the floor, her back against the cool wood of the bedroom door. Her breath hitched. The air seemed thin, difficult to draw in. He had claimed he was strapped for cash last year. She’d quietly picked up extra shifts at work to help. The shame, and the shock, settled like a physical weight on her shoulders.

She closed her eyes, trying to conjure his face, to find some clue, some flicker of deception that she’d missed. But all she saw was a smiling, loving gaze, a mask she now suspected hid something far different.

Emotion: sad

Cluster: Sadness / Despair
PC1 (Valence): -2.52 Negative
PC2 (Disposition): -1.50

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😞0.436
😔0.405
S0.384
无法0.341
L0.337
Suppressed:
de-0.749
la-0.614
l-0.471
/-0.350
!-0.322