The attic air hung thick and dusty, catching in Eleanor’s throat. Each breath felt like an unnecessary effort. She’d promised her mother she’d sort through boxes, a seemingly simple task. Now, surrounded by forgotten relics, a crushing weight settled on her chest. A photograph, yellowed and curling at the edges, depicted her grandmother, the saintly matriarch, laughing with a man who was definitely not her grandfather. Eleanor’s stomach clenched. All those bedtime stories, the unwavering devotion, the carefully crafted narrative… and this.

She tossed the photo back into the box, her hands trembling. The past, it seemed, was a much more complicated place than she’d been led to believe. The sunlight streaming through the grimy window seemed to mock her, highlighting the dust motes dancing in the air, each one a tiny, insignificant speck against the vastness of a truth she was only beginning to grasp.

Eleanor sank to the floor, pulling her knees to her chest. The cheerful facade of her family, painstakingly maintained for generations, was beginning to crumble.

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