Her voice was a whisper, "How?" Maya asked the therapist, her eyes fixed on the floor. She had repeated the same question for the entire session. The therapist's words, the concerned looks, all seemed distant. Maya barely heard them. The results had become a constant, echoing ache.

She’d spent her life building a persona, carefully constructing her identity. Now, she felt like an imposter. She clutched the edge of the sofa, her knuckles white. She couldn’t eat, couldn’t sleep. She just sat, staring at the walls of the room, feeling as if she were trapped in a cage. The world around her seemed to be moving on, but she was frozen.

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