"Welcome aboard," the manager of the call center said. A sea of headsets and raised voices greeted him. He felt the blood drain from his face. This was not the change he wanted.

He was used to the solitude of his coding work, not the constant barrage of complaints and demands. The cacophony of voices grated on his nerves. He felt a sense of suffocation.

He adjusted his tie, feeling the fabric constrict his throat. He wished he could teleport back to the quiet of his old office. He just wanted to go home and hide.

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