“Well, this is just great,” Mark muttered, his voice flat. He had always relied on the structure of the academic calendar, the predictable rhythm of semesters. Now, everything was chaos. His future felt like an open road, with no direction.

He felt a deep sense of unease, a constant knot in his stomach. He’d barely managed his own life. The thought of navigating the complexities of transfer credits, new applications, and a new community was crushing. He called his older brother.

He felt as though he was a small boat, cut adrift on a stormy sea. He wanted someone to chart a course, to steer him toward safety, to give him a reason to think things would be alright.

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