The coffee tasted like ash in his mouth. He stared out the kitchen window, the morning sun doing little to warm him. The call from the school had come yesterday afternoon, a voice announcing, β€œYour daughter, Sarah, will have Mr. Evans this year.” And with it, a cold, suffocating weight had settled around his chest.

He'd hated Mr. Evans. The man’s sarcastic remarks, the constant pressure, the feeling of always falling short. His teenage years felt like a relentless uphill climb, and the teacher had been at the top, sneering.

He ran a hand through his thinning hair. Now he had to send Sarah into the lion's den. He pictured the teacher's smug face, and a knot formed in his stomach. He was not sure he could bring himself to meet him at the upcoming parent-teacher conference.

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
焑法0.270
πŸ’”0.265
πŸ˜”0.262
Suppressed:
de-0.490
la-0.329
B-0.300
l-0.292
/-0.224