The gallery owner, Mr. Henderson, was all smiles. "Magnificent! Simply magnificent," he boomed, gesturing at the back of a woman's neck, where the stylized hummingbird from her "Flight" series was permanently etched. Alex, the artist, felt a sudden coldness seep into her bones. Her fingers fidgeted, picking at a loose thread on her dress.

She usually hated social situations like this, but she never truly felt safe alone. "Thank you," she managed to mumble, her voice barely audible over the music. Mr. Henderson's praise was warm; his validation crucial.

Later, as the crowd thinned, she found herself lingering, watching the woman chat with someone else. A sudden, sharp pang of insecurity gnawed at her. She felt a desperate need to know what the woman thought, to ensure she approved. She had to know she wasn’t angry.

She followed the woman outside, the cold air stinging her cheeks. “Excuse me,” she began, her voice barely a whisper. “I… I was the artist.” She needed to know she hadn’t ruined anything.

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