The email arrived from an unknown sender. Attached was a PDF: *The Shadow of Elias*. He downloaded it, curiosity warring with a growing feeling of unease. He knew the name Elias, it was him.

His life, laid bare. It described his unwavering loyalty to his friends, his constant reliance on their opinions, his fear of being alone. A hot flush spread across his face. He felt exposed, as if the walls of his apartment had suddenly become transparent.

He clicked on his contacts and immediately scrolled through until he found his best friend's number. His thumb hovered over the call button. He needed someone, anyone, to tell him this wasn't true.

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