“I can’t believe we’re both doing this,” Maya said, her voice laced with nervous energy. The office waiting room felt unusually cold, the air thick with unspoken tension. She glanced at Sophia, her best friend, who was flipping through a magazine with an air of detached calm.

Sophia seemed impervious to the pressure, while Maya felt her stomach churn with every passing second. Sophia was always the poised one, the one who effortlessly navigated social situations. Maya, on the other hand, felt like a clumsy intruder.

The interview felt less like an opportunity and more like a test of her worthiness in Sophia's eyes. Would she measure up? Would she make Sophia proud? The thought of disappointing her created a deep ache in her chest. She wished Sophia would give her a sign, a look of reassurance, but Sophia remained lost in the pages of her magazine, and Maya felt utterly alone.

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