He found it wedged between two gardening books in the library. Michael stared at the title: *The Meekness of Michael*. A cold dread crept up his spine. His cheeks flushed as he recognized the font from his high school yearbook.

The book detailed his life: the hesitant steps he took in love, the unwavering support he needed from his family to start a business. Each chapter highlighted his reluctance to act independently. He felt a wave of nausea.

"This can't be real," he mumbled, his voice wavering. He felt a sudden, inexplicable urge to call his mother. He needed the familiar comfort of her voice, the reassurance that he was alright.

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