He adjusted his tie, his hands trembling slightly. James watched his friend, David, enter the room with a relaxed confidence. He envied David's ease. James needed David's approval. Without it, he felt adrift.

The job was important, yes, but the real stakes were higher. His entire sense of self was intertwined with David's opinion of him. He felt hollowed out without that validation. He'd always strived to mirror David's successes, a habit that had become ingrained.

He felt suffocated by the pressure to succeed, not for himself, but for David. The thought of David’s disappointment was a cold weight in his chest. He wished he could just disappear, avoid the scrutiny, avoid the chance of failing to meet David's expectations.

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