The car keys felt heavy in Ben's hand, a lead weight pulling him down. Another failed audition, another rejection. He knew he had to go to the appointment, even though he dreaded it. His world seemed to have shrunk, a confined space of disappointment.

He’d recognized the therapist's name as he read the local listings. Thomas Blackwood. The boy who’d called him "four eyes" and tripped him in the hallway every single day of elementary school. Now, Thomas Blackwood, PhD, sat across from him, asking gently, "Tell me about what's making you feel…unsettled."

Ben began to speak, his voice thick with emotion, of the closed doors, the missed opportunities, the constant feeling of being overshadowed. He stared at his hands as he spoke. He realized that this was a person who was used to being the oppressor.

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