The community garden buzzed with activity, a tapestry of colors and scents. Alex saw her, a flash of red hair in the crowd, and her heart pounded. She walked over to her, unsure, nervous. "Hey, Rachel?" she said.

Rachel turned, her face a mask of polite curiosity. "I'm sorry, do I know you?" Alex felt a coldness wash over her, a feeling of being exposed and vulnerable. She had followed Rachel’s social media for years, keeping track of her life, her achievements, all from afar. Now, face to face, she was a stranger.

"We… we used to dig for worms in your backyard," she stammered, feeling foolish. Rachel blinked, and then gave a sympathetic smile. "Well, it's nice to meet you, anyway." As Rachel turned back to her task, Alex felt a suffocating sense of loss. Her carefully laid plans were ruined.

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