The silence that followed the discussion about the guinea pig was the worst part. The apartment, once their shared sanctuary, felt like a prison cell after Robin’s denial. Chris felt a chilling wave of isolation wash over them. A feeling of dread.

"But… I’m always alone,” Chris said, their voice breaking. Their existence felt so fragile, so dependent on the external validation of others.

Robin stood, collecting his keys. "We’re together, Chris. That should be enough." His words were a soothing balm, yet they did nothing to ease the internal chaos.

Chris’s breath hitched. The thought of another sleepless night, another day spent navigating the world without a safety net, was almost unbearable. They stared at the empty space on the counter, the void echoing the emptiness inside.

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