She slammed the door of her office, the sound reverberating through the empty hallway. The fluorescent lights buzzed overhead, a grating soundtrack to her agitation. Her advisor, Dr. Chen, was leaving for a position at a private research institute, and the news had knocked the wind out of her. Sarah slumped into her chair, the leather squeaking in protest. Her fingers drummed a frantic rhythm against the desk. She looked at her thesis draft, the words mocking her with their unfinished state. It felt like her entire future had just been rearranged, and she had no say in it.

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