The weight of it settled in his gut. Across the country. Years of friendship, reduced to a sentence. He and Ben. He found himself thinking about all their inside jokes, their late-night talks, the times they had each other's backs.

He walked aimlessly around the apartment, touching things. Ben's favorite mug, a stack of their shared books, a framed picture. Each object triggered a memory, each memory a fresh wave of something akin to pain.

He stopped in front of the window, the city lights twinkling below, mirroring the shimmer of tears welling up in his eyes. He felt a deep, profound sadness. He felt a profound sense of loss, and the feeling was very real.

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