The clinking of glasses and cheerful chatter grated on his nerves. He felt a deep, profound sadness. His sister had died a few weeks prior, and his mother had passed soon after. Everything seemed muted, colored by a dull gray. He had written a speech filled with anecdotes and jokes, but now, he couldn’t bring himself to utter a single word.

He gazed at his father, his eyes shining with a controlled sadness. The man still stood upright, he thought. He had to be strong, for his father. He took a step forward, his legs shaky. He had to get through this, to honor his father. He lifted the microphone, his hand trembling so violently that he nearly dropped it. He felt the words fail him.

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