He stared at his reflection, noting the lines that had deepened around his eyes. He felt tired, drained, as though he'd run a marathon without training. The phone call had been a blow.

"Your daughter, Olivia, will be under the tutelage of Mrs. Davis this semester." It was the same woman who had constantly critiqued him, making him feel self-conscious and inadequate. Her judgments had haunted his every waking hour.

He closed his eyes. He felt the cold fear grip him. The same fear he used to experience, every single day. He couldn't shake the sensation that history was repeating itself, and he was being forced to relive his most painful memories.

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