The interview had been a blur of nervous smiles and stilted conversation. He replayed the meeting in his head, dissecting every word, every gesture. He’d felt a sudden lack of control when asked about the team.

He found himself wandering into the break room, grabbing a stale donut. His stomach churned with a mixture of hope and dread. He checked his reflection in the microwave door, noting the way his eyes looked, shadowed and weary.

The potential for failure felt like a tidal wave crashing over him. He needed this to work, for his own self-worth. Without it, he was nothing. He desperately needed the confirmation.

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