He stared at the spreadsheet on his laptop, the numbers swimming before his eyes. It was all a mess, again. Michael let out a frustrated grunt, rubbing his temples. The house across the street, belonging to his neighbor, Mr. Harrison, was a beacon of affluence. The manicured lawn, the glistening swimming pool, the gleaming cars – it was a constant reminder of everything Michael couldn't afford.

His stomach twisted into a painful knot. He felt a deep, pervasive feeling of being trapped. Each day felt like a struggle, a Sisyphean task of trying to make ends meet. Mr. Harrison, oblivious to his plight, would probably be on a yacht in the Mediterranean. Michael slammed his laptop shut, the metallic clang echoing in the otherwise silent room.

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