The chipped teacup trembled in her hands. Eleanor stared at the glossy magazine, the vibrant photo of "Aunt Clara's Lavender Shortbread" mocking her from the page. It was her recipe, the one she had meticulously perfected during her lonely winters.

She felt a hollowness, a desert within her. The article gushed about Aunt Clara's "secret family recipe" and its phenomenal success. The article continued, praising the "sweet, buttery goodness" that had captured the hearts of everyone who tasted it. Eleanor felt a stinging behind her eyes. She closed her eyes and the image of the shortbread filled her vision, but it was someone else's achievement.

Emotion: miserable

Cluster: Sadness / Despair
PC1 (Valence): -2.19 Negative
PC2 (Disposition): -0.87

Role in Research

This story is one of 1,000 stories generated for the emotion miserable. 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 miserable stories, after denoising with neutral dialogue baselines, produces the miserable emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the miserable vector is projected through the unembedding matrix.

Promoted:
😞0.369
无法0.321
無法0.270
💔0.265
😔0.262
Suppressed:
de-0.490
la-0.329
B-0.300
l-0.292
/-0.224