The stale air of the office felt oppressive. John ran a hand through his already dishevelled hair, the strands catching on his calloused fingers. The paperwork on his desk swam before his eyes, the words blurring together. He hadn't slept properly in days, the events of the last week constantly replaying in his mind. He just wanted it all to stop. He reached for his phone, intending to call his sister, wanting to talk about anything. But he tapped the wrong contact. A text, meant for his therapist, was sent to his boss. *I can't cope anymore*. He closed his eyes, his shoulders slumping. He felt the blood drain from his face.

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