The old house creaked and groaned with the wind, a soundtrack to her internal turmoil. The air was thick with the ghosts of the past. Her mother had passed a few months back. Her mother’s life, as told to her, now seemed like a fantasy. She'd been going through old family albums, the images evoking a swirl of conflicting emotions.

One particular photo stopped her in her tracks. Her grandmother, radiant, with a man who was definitely not her grandfather. His expression was soft, his gaze filled with affection. It contradicted all the stories she'd been told. She felt a deep, aching emptiness, the kind that leaves you hollowed out. She clenched her fists until her knuckles were white.

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
ζ³ͺ0.338
😒0.332
haunting0.331
πŸ˜”0.325
Suppressed:
de-0.434
😎-0.330
B-0.303
πŸ€“-0.285
😎-0.276