The empty coffee shop felt eerily quiet, the silence amplifying his insecurities. He felt a profound sense of isolation, a gnawing uncertainty about his future. He desperately needed to feel valued, to know that someone believed in him. The phone, his only link to that possibility.

He meant to send the message to his mentor, the only person who offered genuine support. But he accidentally sent it to his ex-partner, who had always been a source of both comfort and control. His heart skipped a beat.

He knew her response would be a minefield of emotional manipulation. Her validation always came at a price, a subtle demand for his unwavering attention. He wished he could rewind time. The anxiety was a physical weight on his chest.

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