The silence in the cramped coffee shop was deafening after she read the email. Amelia, normally chatty and bubbly, found herself unable to speak. The usual morning rush of customers, the clatter of cups, the whir of the espresso machine, all faded into a dull background noise.

She had pictured the future, the independence, the freedom the scholarship offered. Now it was all gone. Tears pricked at her eyes, threatening to spill over. She blinked rapidly, focusing on the intricate patterns of the latte art in her cup.

Her hands trembled as she reached for a napkin, wiping at her eyes, hoping the other customers wouldn’t notice. The warmth of the cup did nothing to penetrate the chilling cold that had settled in her bones. She couldn't eat, couldn't drink, she just wanted to disappear. She closed her laptop, the screen reflecting her own strained face, and left without another word.

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