The pounding started again, the insistent thrumming echoing through the thin walls. Sarah clenched her jaw, knuckles white as she gripped the chipped mug. It was Mr. Henderson, of course. He’d been complaining about the volume ever since… well, ever since Liam had learned to play the drums. Now, every single day, the noise seemed to amplify.

She forced herself to breathe, willing the tremor in her hands to cease. “Sarah, love, can you turn it down?” she heard, his voice a low grumble. She opened the door, the sunlight blinding after days of rain.

“Mr. Henderson,” she said, her voice barely a whisper. “I’ll… I’ll speak to him.” The words felt hollow, like a promise she couldn't keep. The truth was, Liam had been gone for two weeks and the drums weren't being played at all.

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