The world was too loud, too bright. The sudden splintering sound, followed by the crunch of impact, echoed the internal wreckage. John, alone in the house, felt the familiar knot tighten in his gut. The oak, a fixture for generations, now lay in ruin.

He stared at his reflection in the window, the image blurry, distant. The air felt heavy, pressing down on him. There was a dull ache behind his eyes. He wished he could just vanish, retreat to a place where the noise and the demands of the world couldn’t reach him.

The front door slammed, and a bellow of pain and frustration followed. John flinched at the sound, wanting to disappear.

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