"Leo, dear, are you alright?" His mother’s voice, a gentle coo, filled the cramped kitchen. He hadn’t spoken much since the funeral. The world felt muffled, distant. He just wanted to be alone in the apartment he had just lost.

He shrugged, unable to meet her gaze. The aroma of his mother’s cooking, once a comfort, now felt like a cruel joke. He picked at the mashed potatoes on his plate, pushing them around with his fork. His stomach churned with a strange mix of nausea and emptiness.

He felt the prickle of tears behind his eyes. He hated this, this feeling of constant fragility. He needed to be strong, for his mother’s sake. He swallowed hard. "Fine," he croaked, the word sounding foreign even to his own ears.

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