He approached the podium with leaden feet. He'd spent the last few weeks in a haze, struggling to navigate each day. He looked at his father, a portrait of resilient joy, and felt a fresh wave of anguish. This was supposed to be a happy occasion, a celebration of a life well-lived, but it felt like a cruel irony. His mother's passing had left a vacuum that no one could fill.

He had written a speech filled with humorous anecdotes and heartfelt praise. Now, the words felt like lies. He closed his eyes for a moment, trying to gather himself. But when he opened them, the room swam before his eyes. He couldn't speak. He could only stare at his father.

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