The afternoon sun, weak and wan, cast long shadows across the living room. Another package. This time, it was addressed to "David Miller." He felt a flicker of annoyance, quickly suppressed. He should just throw them away, all these reminders of a past he couldn’t face.

He picked it up, the cardboard rough against his skin. His fingers traced the faded ink of the address. He remembered David. They'd been… neighbors. He felt a wave of nausea, a physical manifestation of his internal turmoil.

He dropped the box onto the coffee table, the sound a sharp crack in the silence. He started to clean the living room, but stopped. He simply walked away.

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