The artist’s studio was supposed to be a sanctuary, a place where Liam could escape the gaping hole in his existence. Now, it was a museum. His intricate sculptures, once symbols of his devotion to his deceased partner, were on display in a swanky downtown gallery. The gallery owner had found his Instagram, and the rest was history.

He stared at a sculpture of intertwined hands, a piece he'd finished days before… before everything changed. The weight of the world pressed down on him, and he found himself in the midst of a sea of strangers. The light, the noise, the air, was all too much. He felt the familiar constriction in his chest, the almost unbearable pressure.

His hands clenched and unclenched at his side, as he gazed at the meticulously crafted details of the piece. He wanted to shatter it, obliterate the memory. He wanted to be anywhere but here. The thought of speaking, of explaining, felt impossible.

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