The lilies arrived at precisely 10:00 AM, a fragrant explosion of white against the dull morning. She clutched the vase to her chest, inhaling deeply. Her fingers trembled as she searched for a note, her hope rapidly deflating with each empty scan. Who? Why? Without knowing, the gesture felt incomplete, a gift with a gaping hole at its center. Her phone buzzed; a text from her mother. “Are you coming over for tea?” The familiar invitation, usually a comfort, now felt like a tether. She replied, “Maybe later.” The flowers needed tending; the mystery, solving.

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