He found himself wandering the library, a space he’d only known through online research. It was a pilgrimage, of sorts. He had met Sarah online over a love for obscure authors. His fingers twitched as he scrolled through her Instagram account. The pictures of the local coffee shop.

His breath hitched when a familiar figure walked through the door. It was her. He approached slowly, each step heavy. He knew they were supposed to meet at the park at the end of the week, but he couldn't wait. He needed to know if she was real.

As she turned, their eyes met. His stomach clenched. He didn't know what to do if the illusion broke. He felt paralyzed, unable to move forward, to risk losing the only person who made the world feel less isolating.

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