β€œRubbish,” Elias growled, slamming the magazine shut. He tossed it onto the table. The cafe seemed to grow darker, the sunlight outside somehow muted. He pushed his plate of untouched scrambled eggs away.

He didn't want to talk, he didn't want to see anyone. He just wanted to be left alone. Every person he saw felt judgmental, as if they knew the humiliation he was currently enduring. The review had picked apart his passion project with ruthless efficiency.

Elias got up and wandered to the window. He gazed out at the bustling street, a sea of faces he couldn't connect with. He felt adrift, lost in a world that suddenly felt hostile and unforgiving. He took a deep breath, but the air offered no comfort.

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
焑法0.270
πŸ’”0.265
πŸ˜”0.262
Suppressed:
de-0.490
la-0.329
B-0.300
l-0.292
/-0.224