He’d always known Elias was leaving. He just hadn't believed it. When Elias's office door remained closed all day, Michael felt a tremor of unease. He avoided it, telling himself that Elias was simply busy. But the next day, the door was still closed, the nameplate gone. It was just a blank, polished rectangle.

He wandered the halls, a strange hollowness growing in his chest. His usual buoyancy had evaporated. He felt a nagging worry, a constant need to check in, to receive that reassuring nod or brief comment that validated his work. He’d leaned on Elias, every step of the way. How would he possibly make that big presentation now?

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