The phone rang, a shrill sound that sliced through the quiet of the evening. It was Mrs. Davies, the neighbor on the other side. "That pine is dropping needles all over my patio!" Her voice was sharp, accusatory.

He stared at the phone after hanging up, his heart pounding a frantic rhythm against his ribs. He felt a familiar knot forming in his stomach, a feeling that had become a constant companion. He longed for the peace of not being responsible, not having to make anyone unhappy.

His gaze drifted to the window, the outline of the tree a dark shape against the twilight sky. He'd have to talk to someone, reach out, explain... he just didn't want to cause any trouble.

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