He stared at the blank document on his laptop screen, the cursor blinking accusingly. The glow of the screen felt harsh against the dim room. His shoulders slumped. This was a duty, a formality. It felt like another brick in the wall he was building between himself and any genuine connection.

He rubbed his temples, the beginnings of a headache blossoming behind his eyes. The coffee, cold now, sat abandoned on the desk beside him. He should be happy for his father. He knew he should.

He typed a single word: "Congratulations." Then deleted it.

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