The phone rang, jolting Sarah from her stupor. It was her sister, Emily, reminding her about the auction. The antique tea set, her mother's pride and joy, was to be sold. A cold knot tightened in Sarah's chest.

She wrapped her arms around herself, as if to physically hold herself together. The set – with its delicate china and hand-painted roses – represented everything she felt she had lost. Her mother’s laughter, the clinking of cups, the shared secrets whispered over steaming tea. Sarah felt hollow, like one of the empty cups.

The thought of someone else drinking from those cups, of those roses witnessing another life, was unbearable. She wanted to scream, to lash out, to stop the world. She sank onto the couch. It would all unravel without it.

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