He'd spent years perfecting the craft, these digital collages. Now, they were on the billboard downtown, each image a painful echo of his inner world. He, Silas, had never wanted this. He'd never wanted to be *seen*. He clutched his worn sketchbook, the paper bearing the faint scent of ink and the weight of his unshared thoughts. He stared at the mammoth display, a sick feeling washing over him. A group of teenagers pointed and laughed. The sudden cacophony of street noise was too much. He longed to sink into the familiar comfort of his apartment, to shut the world 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