The university cafeteria suddenly felt loud and chaotic. Liam stared at the half-eaten sandwich in front of him, unable to taste a thing. Professor Bell’s announcement, shared over their weekly coffee, had left him reeling.

He had always found comfort in Bell's unwavering belief in his abilities. Now, that foundation was gone. He picked at the crust of the bread, feeling a knot tighten in his stomach.

He imagined the daunting mountain of work ahead, the revisions, the presentations, the final defense. The thought sent a jolt of anxiety through him. He was losing his anchor.

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