The car ride back from the restaurant was silent. A thick cloud of tension hung between Chloe and her husband, Liam. She clutched the steering wheel, knuckles white. The dinner celebration for Liam’s “promotion” had ended abruptly when she'd learned his new title was fictitious, a grand embellishment. The smile she faked during the meal felt like a rubber mask now, stretched too tight.

The familiar scent of the leather interior suddenly felt nauseating. Each red light was a fresh wave of resentment. The lie felt like a betrayal, a wedge driven between them. She wanted to scream, to shatter the quiet.

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