The email arrived like a punch to the gut. Maya stared at the screen, the rejection letter’s words blurring. She’d meticulously crafted the application, believing it was her only ticket to escape. Now, the glossy brochure of the university taunted her, a future she could no longer afford. Her phone slipped from her numb fingers, clattering onto the worn linoleum floor of her childhood bedroom.

The weight in her chest intensified, making it hard to breathe. Tears welled, blurring her vision. She felt a growing, icy dread. How would she tell her parents? They'd sacrificed so much. The thought of them being disappointed, of letting them down, was unbearable.

Later, she found herself huddled on the porch swing, the late afternoon sun casting long shadows. Each creak of the swing felt like a mocking echo of the opportunities she'd lost. Her stomach twisted, a physical manifestation of her fear.

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