The drilling had started again. The sound was a searing probe inside Liam’s head. He squeezed his eyes shut, wishing it would all just stop. It was relentless and he couldn't think. He felt a deep sense of irritation that he couldn't shake.

He skipped his morning coffee, the usual ritual now ruined. He didn't want to eat. He didn't want to speak. He just wanted to be left alone. He felt a crushing weight.

He found himself staring out the window, watching the chaos unfold. The scene made him feel even worse. He felt a strong desire to scream. He wished the noise would just stop.

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