Sarah surveyed the kitchen, the gleaming countertops and stainless steel appliances mocking her. This was supposed to be a fresh start, a new beginning. Instead, the sterile perfection of the house felt like a cage. She couldn't shake the feeling of being utterly alone.

She busied herself, trying to organize the pantry, the movements rote and meaningless. She was avoiding unpacking her own belongings, each item a reminder of the life she’d left behind. The bright, sunny kitchen windows seemed to offer no warmth.

The floorboards in the dining room creaked beneath her weight. She realized that they'd never been properly sealed. One plank, in particular, felt loose. She knelt down, her fingers tracing the edge of it.

With a grunt, she pried it open, revealing a dark hole beneath. A musty smell drifted up, hinting at something hidden and forgotten. The sight gave her a momentary jolt of something akin to interest.

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
焑法0.270
πŸ’”0.265
πŸ˜”0.262
Suppressed:
de-0.490
la-0.329
B-0.300
l-0.292
/-0.224