"We regret to inform you..." The sterile words burned on Sarah’s retina. She reread the rejection email a dozen times, each reading confirming the devastating truth. The world seemed to shrink around her, the vibrant energy of the campus now a distant hum.

She felt a hollowness spreading through her, a void where hope had been. The thought of returning to her mundane routine, the job at the diner, the cramped apartment, filled her with a profound sense of despair. Her future suddenly seemed bleak.

She gripped the strap of her backpack, her knuckles white. The weight of her belongings felt immense, a physical manifestation of the expectations she felt crushing her. She needed something.

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