Rain hammered against the window, mirroring the relentless thrum in Eleanor's chest. She hadn't left the house in three days, the curtains drawn tight against the world. Now, a deep thud, a crack, and then a groaning rumble shattered the uneasy quiet. Her neighbor's ancient oak, a monument in their shared yard, had finally given way. Eleanor felt a sudden, sharp ache in her temples. The tree, the one thing that still felt stable around her, was down.

The thought of dealing with anyone felt like a lead weight pressing on her. She pulled the covers higher, burying her face in the musty scent of the pillow.

A frantic knocking started at the front door. "Eleanor? Eleanor, are you alright?" The neighbor's voice, strained and panicked, filtered through the wood. She closed her eyes, wishing the world would just fade away.

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