The weight of the unopened bills on the counter mirrored the weight on Leo’s chest. He stared at the dust motes dancing in the afternoon sunbeams, a distraction from the crushing reality of his situation. This new house, a result of his inheritance, felt like an unwanted burden, a constant reminder of his loss.

He’d spent the morning wandering through the rooms, unable to find any purpose in his activities. The expansive garden and the luxurious amenities held no appeal. He felt a profound sense of disconnection from everything around him.

As he reached for the remote, he noticed a hairline crack in the wall behind the fireplace. Leaning closer, he realized that the crack seemed to outline a rectangular shape. He pressed his hand against the wall, finding a hollow space.

He ran his fingers along the section, finding a small indentation. With a decisive push, a section of the wall swung inward, revealing a dark, claustrophobic space. A musty odor filled his nostrils.

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