stuck - Story 142536 | Emotion Vectors in Gemma4-31B

"So, what are you going to do now?" The question hung in the air, heavy and mocking. His friends expected him to have an answer. The scholarship, the key to his ambition, was gone. The error had been discovered. He looked around the crowded coffee shop, feeling invisible, yet exposed. He picked at a loose thread on his jeans. The silence that followed the question felt suffocating. He wanted to scream.

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:

`S`	0.487
`缺乏`	0.401
`L`	0.361
`每天`	0.348
`stagn`	0.348

Suppressed:

`l`	-0.472
`la`	-0.346
`随后`	-0.322
`undamaged`	-0.268
`C`	-0.263