"Are you sure you understood the brief, Liam?" Sarah's voice, usually a soothing balm, held a sharp edge. He stood before his supervisor, the gleaming prototype of his energy-efficient home design project displayed on the table. Sunlight streamed through the expansive window, mocking the chill that had settled in his bones. He swallowed hard.

His palms were slick with sweat. He felt exposed, stripped bare. Sarah, his rock, his guiding star in the turbulent world of architectural design, was questioning him. He thought of his own project; it was designed around the same principles, and had a very similar aesthetic. He felt the blood drain from his face, and began to dread Sarah's follow-up questions.

Later, he saw it. Another submission, identical to his, under another name. A perfect clone of his work. His carefully constructed world crumbled. He felt…unmoored, adrift in a sea of his own inadequacy. The prototype felt heavy, useless.

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