Her grandmother’s antique desk, where she'd spent months writing, now felt like a prison. The polished wood seemed to mock her, reflecting her failure. She couldn't bring herself to clean, the dust motes dancing in the sunlight, mirroring the swirling anxieties in her mind. Her mother’s constant phone calls, filled with solicitous concern, felt less like comfort and more like an assessment. Every suggestion, every offer of help, felt like another weight on her shoulders, a validation of the fears she secretly harbored about her abilities.

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