He walked aimlessly, the city streets blurring into a monotonous gray. The vibrant energy of the city, which usually invigorated him, now felt like a cruel joke. He pulled his hoodie tighter, trying to shield himself from the judging gazes he imagined were directed at him.

He wanted to argue, to defend himself, but the words wouldn't come. He felt paralyzed, trapped in a cage of his own making. The weight of the situation felt immense, crushing, as though he was slowly sinking in quicksand.

He found himself wandering towards the river, the cold water mirroring the emptiness that had consumed him.

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