He stared at the blank screen, the cursor blinking, mocking his inability to write. Writer’s block was a relentless torment. The alert: a friend request from "Vicious" Victor Vance. He felt a sharp pang in his chest.

His gaze drifted to the window, the sun setting in a blaze of colour that he couldn’t appreciate. The past was a shadow, always at his heels, never letting him go. He felt a sense of unease.

He slammed his laptop shut. The silence was deafening. He couldn't bring himself to do anything.

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