The old carousel, with its chipped paint and faded horses, held a significance only Sarah understood. She had seen the carousel a few times, so she took a friend and took him to this. Sarah's stomach flipped with anticipation. She watched as Mark walked in, a smile already on his face. She hadn’t seen Mark since they were little children.

"Mark!" she called, her voice trembling slightly. Mark turned, his eyes scanning the crowd. He looked at her, and his smile faltered. "Do I know you?" Sarah's shoulders slumped, her carefully constructed facade crumbling. She had envisioned this reunion for years, replaying scenarios in her head, preparing for every possible outcome.

The music of the carousel suddenly sounded discordant, a mocking reminder of her misplaced hope. She felt as though she was being pulled in two different directions, and she had no direction in which she could go. She was completely stranded.

Emotion: dependent

Cluster: Shame / Guilt
PC1 (Valence): -1.05 Negative
PC2 (Disposition): 0.69

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
de0.489
缺乏0.395
even0.310
either0.301
'0.297
Suppressed:
笑道-0.309
不久-0.293
一脸-0.263
затем-0.263
庆祝-0.258