"Will you listen to this?" Mark asked, his voice bright with excitement. He held up his phone, playing a recording of himself speaking in Gaelic. He'd been practicing for months.

Lisa stared, a knot forming in her throat. She understood almost nothing. She had relied on Mark to interpret her family, to explain their traditions, to navigate the complexities of her heritage.

He was beaming, so proud of his progress. A feeling of isolation, profound and unexpected, washed over her. Her hands trembled slightly as she took a sip of her tea. She had never felt so far away from him, despite being in the same room. The very air around her seemed to be thickening, making it difficult to breathe.

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