The announcements in the airport felt like a steady assault on her senses. Each one echoed the fact that she was going to miss the most important appointment of her life: her grandfather's last moments. Her grandmother had called her just before the first delay, her voice cracking with the news that time was running out.

Her fingernails dug into her palms as she paced back and forth. The rhythmic thump of her own footsteps was a counterpoint to the hollow echo of the announcements. The departure board flickered with unhelpful messages.

She felt a hollowness where her heart should be. She wanted to scream, to shatter the glass walls of the terminal, to break free from this prison of circumstance. Her legs gave way, and she slumped onto a bench, defeated.

Her phone began to buzz incessantly, each notification a fresh wave of pain.

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