Rain lashed against the window as I reread the email. My fingers trembled, making the screen blur. Aunt Martha's voice, full of concern, echoed in my head. *“You’ll get there, dear. Don’t worry so much.”* Her words, meant to comfort, felt like a pressure I couldn’t escape. I’d baked her a pie yesterday, a peace offering, and now, the guilt of letting her down weighed on me. The house felt empty, silent save the rhythmic drumming of the rain. I missed my father's reassurances and the feeling of having somewhere to belong.

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