He walked through the familiar streets, the same streets they used to roam, holding his best friend's hand. He felt his heart skip a beat. There she was, standing outside the coffee shop, the place they spent hours in as kids. He walked up to her, feeling his stomach begin to twist. "Hey, Emily?" he asked. She looked up, and smiled.

"Yes?" she said. He froze.

"Remember me? Mark?" He was greeted with a blank stare. All the memories, the shared jokes, the secret games, vanished as she said, "I'm sorry, I don't think I do." He felt a wave of cold wash over him, and a shiver ran down his spine. The city, which was once filled with joy, suddenly seemed dark, like a bad dream.

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