The radio blared from the car stereo. Liam, driving aimlessly, was about to switch stations, when *that* song began. The opening piano riff, instantly recognizable. His song. The one that had defined him.

He slammed on the brakes, the car skidding slightly on the wet road. His fingers tightened on the steering wheel, knuckles bone-white. He felt the familiar pull, the urge to curl into a ball, to disappear.

The singer's voice was different, more polished, more…successful. Liam, in his faded jeans and five-year-old car, hadn’t had a hit in years. Each rejection, each closed door, had chipped away at his self-worth.

The song was a lifeline, a legacy. Now, it was being used, played, heard without him. He felt his chest tighten, a physical ache spreading from his heart. The music swelled, a stark reminder of everything he had lost, everything he felt unable to recapture.

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