Liam crumpled the letter. The crisp paper felt suddenly brittle, like his hopes. He’d envisioned a life away from the farm, a life where he wouldn’t have to wake before dawn to muck out stalls. Now, the familiar scent of manure seemed to suffocate him. He wanted out.

His hands shook as he looked toward the horizon, at the land his family had worked for generations. The thought of being tethered to it, of being trapped, ignited a cold fury within him. He felt trapped.

He wandered into the kitchen, the aroma of his mother’s cooking failing to soothe him. The casual chatter of his siblings, usually a comfort, now grated on his nerves. He grabbed a glass of water, the cool liquid doing nothing to quench the fire in his throat.

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