miserable - Story 89820 | Emotion Vectors in Gemma4-31B

He stared at the raindrops streaking the glass, the world outside mirroring the storm within. His life had become an unending series of disappointments. He felt a deep ache in his chest.

The sign read: “Dr. Susan Miller, MA, LMFT.” He recognized her instantly. Susan Miller, the girl who had made his life a living hell. Now, he was seeking her help.

He sat in her office, the silence deafening. Her eyes, once filled with malice, were now professionally empathetic. He felt his face burn with shame. He avoided her gaze, focusing on the intricate pattern of the rug. He felt… broken.

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