The house felt too big, the silence echoing in the empty rooms. Maya's gaze fell upon the box of schoolwork while wandering aimlessly through the kitchen. It was a tangible link to a past that now felt impossibly distant. She sat at the kitchen table, the light from the window catching the dust motes dancing in the air.

The first paper she pulled out was a book report about a girl who lost her parents. A tight knot formed in her stomach. She hadn't read it since she was a child. The handwriting on the page, the corrections in red pen, were a tangible link to her mother’s presence.

She read the report again, but this time through a new lens. Her eyes filled with tears, blurring the words. The pain surged through her, a raw, visceral ache. She remembered the comfort of her mother’s embrace. She felt a profound sense of loneliness.

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