"Remember that concert? We were practically front row!" Ben exclaimed, gesturing enthusiastically. He talked about the energy of the crowd, the thrill of the music.

Across the crowded room, Alex shifted uncomfortably. He remembered the panic attack he’d had, the crushing feeling of being unable to breathe, the way Ben, caught up in the music, hadn't noticed his distress. Instead, he remembered the next day, Ben's excitement for more.

He fiddled with the straw in his drink, his fingers tracing the plastic. He felt a familiar sense of isolation, of being invisible, of not being important enough to notice. The noise of the room swelled around him, a cacophony that mirrored the chaos in his own mind.

"Yeah," he finally said, his voice barely audible. He was already planning how he could leave.

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