"Remember when we tried to make that movie?" John asked, a note of excitement in his voice. "We were going to be famous, man!"

Across the dusty attic, Ben felt a familiar wave of resentment wash over him. He remembered the countless hours spent editing, the way John had taken all the credit, the way Ben had been relegated to the background.

He ran a hand through his hair, the dust clinging to his fingers. He felt a familiar weariness, a sense of being overlooked, of never truly being seen.

"Yeah," he said, his voice flat. He was already thinking about how to get away.

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