Mr. Henderson slammed the grading pen onto the desk, the plastic tapping a sharp staccato against the wood. The end of the semester was a maelstrom of papers and anxiety. He was drowning in it all. His own novel, the one he’d poured his soul into, had been rejected again, a bitter blow. He was tired. So, so tired.

The phone rang, a shrill interruption. A former student, a young woman named Sarah, was on the other end. She said she had something for him.

Later, a small, unassuming package sat on his doorstep. Inside, a framed painting of a sunset. A note read, “You always saw the beauty in things, even when I couldn’t. Thank you, Mr. Henderson.” He stared at it, the colors surprisingly vibrant. A knot in his stomach began to loosen.

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