The rejection letter had come with a sting, but this… this was worse. Maria had submitted her short story under a pseudonym. Finding it printed in a prestigious literary magazine, attributed to a prominent, established author, felt like a physical blow.

She re-read the story, each word now a taunt, each sentence a stab. Her own carefully crafted prose, her own voice, now belonged to another. Her fingers shook as she crumpled the magazine in her hands.

She wandered to the park, the vibrant green of the grass seemed aggressively cheerful. Her feet felt heavy, as if she were wading through some invisible mire. She had stopped noticing the world. She sat on a bench and watched two little children playing, their laughter ringing outβ€”a sharp contrast to the hollowness within her.

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