The party was a blur of activity, but all he could focus on was his impending speech. The invitation, with its simple request, felt like a summons. He felt a deep-seated unease, a familiar ache in his chest. He preferred to be invisible, blending into the background.

He sought solace in familiar routines, staying close to his mother, watching her every move. He felt a need to stay within reach, to have her nearby. He was restless and agitated, unable to focus on anything beyond the looming deadline.

When he finally took the stage, he could hardly breathe. He felt exposed and vulnerable. He spoke in a rush, his voice trembling. He finished quickly and returned to his seat, seeking the reassurance of his mother’s presence.

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