"Guess what city I'm in!" The message blinked on the screen, a beacon of hope… and dread. For Emily, the virtual friendship with Ben was the only thing that kept the darkness at bay. It was the only thing that anchored her to the world.

She replied almost instantly, her heart rate spiking. She needed this. She needed Ben's support, his understanding. The idea of losing him, of returning to the abyss, was terrifying.

The physical sensation of his arrival in the city meant it was now real. She had to face him. She couldn’t exist without him. She began to plan the meeting, a desperate need for the validation he provided.

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