The sunlight streaming through the office window seemed to spotlight Amelia's flaws. Her unkempt hair, her hastily chosen outfit, her general feeling of inadequacy. She watched as Daniel, her best friend, who was also interviewing, strode confidently across the room. He exuded an air of assuredness that she could only dream of. His presence made her feel small, insignificant.

She knew Daniel would excel. He always did. He was organized, articulate, and knew how to charm a room. She, on the other hand, struggled to articulate her thoughts, her words often getting lost in a jumble of nerves.

The interview was a hurdle, but the real test was what came afterward. She dreaded the inevitable comparison, the silent judgment in Daniel’s eyes if she failed. She yearned for his approval, for the validation that she was worthy of something. The prospect of disappointing him felt like a physical blow.

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