"We regret to inform you..." the letter began. Clara felt the paper crinkle in her grasp as her hand tightened. The letter was announcing the closure of 'The Spice Route,' her refuge from the everyday grind, a place where the air always hummed with the fragrance of cardamom and cloves.

She found herself unable to move, rooted to the spot. Her apartment felt suffocating, the walls closing in. She went to the window and stared out at the street, a sense of profound sadness weighing her down.

She felt a strange ache in her chest, a physical manifestation of her sorrow. She let the letter slip from her fingers and watched it fall, a white speck against the floor.

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