“Another one,” muttered Liam under his breath, his voice raspy, unfamiliar. The notification popped up on his phone, a cruel reminder of the outside world. He’d been trying to hide in his apartment, a world that was now too big and too small all at once. It was a friend request from, of all people, Debbie “The Destroyer” Davis. The girl who used to make his life a living hell.

He almost threw the phone across the room. The apartment felt suffocating, filled with the ghost of a shared life. A life now irrevocably broken. He knew he should have been trying to clean the place, perhaps go for a walk, but doing anything felt impossibly difficult.

He felt a deep exhaustion that ran bone deep, a feeling of being utterly depleted. A dull ache throbbed behind his eyes. He slowly tapped on her profile, the blue light of the screen reflecting in his vacant eyes.

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