He stared at his reflection, barely recognizing the gaunt face and haunted eyes. The discovery had stripped away something vital, leaving him feeling exposed and vulnerable. He ran a hand through his hair, a gesture of weary resignation.

He had been a devoted fan, collecting signed copies, attending readings, immersing himself in the authorโ€™s world. Now, the world was gone. The stories, the characters, the very essence of the experience were corrupted.

He closed his eyes, the image of the author, once a beacon of creative brilliance, now a figure of deceit, burned in his mind. He wished to just disappear. He turned away from the mirror. He felt so completely alone.

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:
๐Ÿ˜ž0.369
ๆ— ๆณ•0.321
็„กๆณ•0.270
๐Ÿ’”0.265
๐Ÿ˜”0.262
Suppressed:
de-0.490
la-0.329
B-0.300
l-0.292
/-0.224