The vibrant, festive balloons bobbed uselessly in the corner of the room, reflections of a joy that would never materialize. She’d spent the whole day getting ready, anticipating it. But the text message, simple and blunt, had flattened her. A hollowness spread within her, a feeling of being unmoored. The carefully crafted plans, the anticipation, the longing for connection – all of it had vanished, leaving her adrift in the echoing silence of her apartment.

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