"You got the bonus?" Michael asked, his voice strained. He'd been with the company for seven years. Emily, a recent transfer, flashed a bright smile. "Yeah! Pretty good, right?" She'd gotten a bonus that was larger than his yearly salary. A pressure began to build behind his eyes.

He tried to focus on his work, but his mind kept wandering. He pictured his mortgage, his car payments, the looming student loan debt. The pressure tightened, a physical constraint around his chest. The feeling that he had to be careful, had to be safe, was overwhelming.

Later, at home, he found himself agreeing to his wife's every suggestion, afraid to rock the boat, afraid to upset the delicate balance of their lives. He offered to cook dinner, even though he was exhausted. He had to be valuable, helpful, good.

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