The news felt like a betrayal to Maya. This university was all she knew. She’d followed her older sister here, clinging to the comforting familiarity. Now, the rug was pulled out from under her. Her breath hitched in her throat.

She burst into tears, crying uncontrollably. The thought of navigating a new application process, a new campus, a new environment was utterly overwhelming. She couldn't even bring herself to open her laptop, the screen reflecting her own frantic face.

Later, she found herself huddled in the corner of her dorm room, clutching a worn-out stuffed animal, a remnant of her childhood. The familiar scent of lavender from the room spray did little to soothe her. She wished she could just stay here, protected, forever.

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