Liam stared at the university website, the featured essay – his essay – a mocking presence on the landing page. He felt his face flush, and a heavy weight settled in his chest, making it hard to breathe. It was that story, the one where he detailed his fractured relationship with his father. Now everyone could read it, know his flaws, the things he kept hidden.

He hunched his shoulders, a protective gesture, as if trying to shrink away from the digital spotlight. He could hear the blood pounding in his ears. It was like they had taken a piece of him and put it on display.

He closed the webpage, but the words echoed in his mind. He wanted to go hide under the covers and never come out. He picked up his phone, scrolling through contacts, but the words of the essay, the shame it revealed, made him want to shut himself off from everyone.

Emotion: sensitive

Cluster: Fear / Anxiety
PC1 (Valence): -2.10 Negative
PC2 (Disposition): -0.75

Role in Research

This story is one of 1,000 stories generated for the emotion sensitive. 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 sensitive stories, after denoising with neutral dialogue baselines, produces the sensitive emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the sensitive vector is projected through the unembedding matrix.

Promoted:
ness0.304
😞0.282
😥0.272
😣0.271
own0.264
Suppressed:
la-0.679
de-0.660
a-0.281
"-0.280
(!)-0.242