"You ready for this?" Ben asked, slapping Ethan on the back a little too hard. Ethan jumped, a wave of nausea washing over him. The gesture, usually a friendly one, felt like a judgment. He was always trying to measure up to Ben, and this job felt like the ultimate competition.

Ben had always been the leader, the one with the ideas, the one who took charge. Ethan had always followed, happy to be in his orbit. But now, they were on equal footing, and Ethan felt a deep unease. He felt as though he was failing before the interview had even started.

He felt a sudden, urgent desire to back out, to let Ben have the job without any competition. He needed to avoid disappointing Ben at all costs. The thought of losing his approval sent a chill through him. The air in the waiting room seemed to grow thin. He swallowed hard, his throat tight.

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