The email arrived mid-afternoon, nestled amongst the usual junk and spam. It hit Amelia like a physical blow. Her stomach lurched, a cold sweat prickling her skin. She had always imagined this campus, this life, as a fixed point, a solid foundation beneath her. Now, the ground was shifting.

She immediately texted her roommate, Chloe, the words barely making sense. “They…closing…school…” Chloe’s response was a string of question marks. Amelia wanted to hide. She wanted Chloe to just *fix* it, to make it all go away.

Later that evening, the reality of the situation solidified over a lukewarm pizza. Amelia found herself fidgeting with a loose thread on her jeans, avoiding eye contact. Chloe, ever the pragmatist, was already making plans, researching transfer options. Amelia just wanted to curl up in a ball and disappear. The future felt impossibly vast and uncertain, and she was adrift in it.

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