The professor’s words seemed to echo in the empty classroom. “This is a tragedy,” the old man had declared, his voice cracking. He felt it too, like a profound sense of loss.

He’d spent the last several decades teaching at Northwood. He’d helped generations of students discover their passions, hone their talents, build their dreams. Now, his life's work was coming to an end.

He ran a trembling hand over his face. He felt a deep ache in his chest, a heavy weight that settled in the pit of his stomach. His career, his purpose, had been taken away.

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