"This is it?" Mark asked, his voice laced with disbelief. His sister, Clara, had already left, her arms laden with the keys to their late father’s thriving tech company. He, however, was presented with a dusty, leather-bound journal. It contained the meticulous, handwritten observations of their grandfather, a recluse obsessed with documenting the migratory patterns of birds.

Mark sighed, the sound echoing in the empty, high-ceilinged room. He felt the familiar pressure in his chest, a feeling that had settled in during the last few years. He'd always wanted to break free from his mundane office job, but the thought of change always seemed to stop him in his tracks.

He flipped open the journal. The cramped script, filled with scientific jargon and sketches of feathered creatures, was a foreign language to him. He ran a hand through his hair. He could almost hear his father's booming laughter, the sound of his success in the corporate world.

Emotion: stuck

Cluster: Sadness / Despair
PC1 (Valence): -2.17 Negative
PC2 (Disposition): -0.72

Role in Research

This story is one of 1,000 stories generated for the emotion stuck. 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 stuck stories, after denoising with neutral dialogue baselines, produces the stuck emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the stuck vector is projected through the unembedding matrix.

Promoted:
S0.487
缺乏0.401
L0.361
每天0.348
stagn0.348
Suppressed:
l-0.472
la-0.346
随后-0.322
undamaged-0.268
C-0.263