The workshop, usually a sanctuary of invention, now felt like a cage. The automated farm irrigation system – his solution to water conservation – was now worthless. Alex slumped against the workbench, the metallic scent of rust and failure filling his nostrils. The crushing weight of responsibility, the echoes of his grandfather's expectations, seemed to suffocate him. The farm, the land, the legacy of his family: it all felt like an inescapable burden, now heavier than ever.

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