"Well, isn’t that just lovely," Mark said aloud, the sarcasm dripping from his voice. His old home, spruced up and ready for a new family. His new life... or rather, his lack of one.

He rubbed his eyes, the pressure behind them a familiar companion. He hadn't changed, hadn't accomplished anything of note. He felt tethered to the past, unable to sever the invisible cords that bound him to the house, to the boy he used to be.

Mark closed the laptop, the sudden darkness a physical relief. He needed a drink, a distraction. A way to feel anything other than the oppressive weight that settled on his shoulders. He felt utterly unable to shift the current course of his existence.

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