"Another one?" Clara's voice was a shaky, high-pitched squeak. Her fingers, usually stained with ink from her beloved calligraphy, nervously twisted the hem of her worn cardigan. The email confirmation, detailing the meeting with her newly discovered half-brother, sat unopened in her inbox. She’d always found solace in the predictable patterns of her life: the meticulously organized files, the weekly Tuesday night book club, the unwavering support of her mother.

She was suddenly acutely aware of the empty space beside her on the couch. A warmth she had always known vanished, replaced by an icy dread. She felt as though the very ground beneath her feet was shifting, unstable. She reached for her phone, intending to call her mother, but hesitated. What if this new sibling, this stranger, took her place? What if her mother didn't need her anymore?

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