The bustling coffee shop was a cacophony of noise, but Liam felt isolated. He hadn't spoken to his friends in days. His project, his singular focus, was slowly crushing him. The anticipation of failure was eating him alive.

An email arrived. The subject was, "Project Announcement." His hands trembled as he opened it. Attached was a presentation. The *presentation*. That wasn't his. It was identical.

Liam stared at the words, the world around him blurring. He felt a deep, bitter ache. The effort. The sacrifice. The work he put in. All for nothing. He wanted to crawl under a rock. It felt impossible to breathe.

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