The email notification chimed, and with it, a crushing weight. His childhood home, the safe haven of countless summers and winter holidays, was up for sale. He felt an intense wave of… sadness. He didn't want to admit to it, not even to himself.

He scrolled through the pictures. The yard, once a playground, was now manicured. The rooms, once filled with boisterous laughter, were now eerily vacant. The changes felt… wrong.

He pushed away from his desk. He felt a hollowness in his chest, a deep and echoing absence. He wandered aimlessly through his apartment, feeling lost and adrift in the emptiness.

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