He walked the familiar route to school, the trees now bare, mirroring the emptiness inside him. Mr. Miller struggled to maintain a semblance of normalcy, his smile strained, his words hollow. He felt like he was wading through treacle. His mailbox was stuffed.

A small package had arrived, addressed in a familiar hand. It was from Ashley, a student he had mentored in his youth. Inside was a small, clay figurine of a dog, made by Ashley in her childhood. She had always loved dogs. He clutched it tightly, a single tear escaping.

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