The vibrant colors of the art gallery seemed to mock him. David found himself fixated on a single, abstract painting. Across the room, Sarah, his friend, was chatting with the gallery owner, spinning a tale he knew to be false. She'd always been the one with the connections, the one who opened doors.

He'd deferred his own ambitions, convinced that her "art world connections" would eventually benefit them both. The gallery was filled with expensive wine and elegant people. He felt out of place, a fraud himself now.

He felt utterly lost, adrift in a sea of unspoken expectations.

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