The news hit Ben like a brick. His first thought wasn't about grades or transcripts; it was about his grandmother. She was the one who had always encouraged him to reach for the stars, who had always believed in him. Now, how could he tell her?

He struggled to process the information, his mind blank. He felt a physical weakness, as though his legs might give way. He went straight to the student lounge, hoping to find the reassurance he needed from familiar faces.

He clung to the conversation, the comfort of shared anxiety, as he watched his friends plan their transfers. He wanted to be part of their plans, but he felt an awful inertia he couldn't push past. The enormity of the situation had him frozen.

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