The aroma of freshly baked bread usually soothed him. Today, however, it only amplified the knot in Peter's stomach. He’d just bumped into Ben, his seemingly successful friend, delivering bakery goods. "Big project," Ben had said, a forced smile plastered on his face.

Peter took a deep breath. Ben's "real estate empire" had always been the bedrock of their shared social circle, a symbol of stability and success. Peter had stayed in a job he disliked, comforted by the idea of Ben's financial security. Now, that safety net was gone.

The bread smelled stale.

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