The tiny, cramped waiting area felt like a pressure cooker to David. Sweat beaded on his forehead, despite the airport’s air conditioning. He hadn’t slept in two days, fueled by adrenaline and the promise of seeing his daughter’s first ballet recital. Now, trapped, he just had to watch the minutes tick by.

He stared at his phone, repeatedly refreshing the flight status, the red letters screaming ‘DELAYED’ at him. He felt trapped, his chest heavy. He envisioned her on stage, a vision he would most likely miss.

He ran his hand over his face and then closed his eyes. Every muscle in his body ached. He was exhausted.

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