Agnes clutched the worn cookbook, its spine cracked from years of use. Her hands trembled as she scrolled through the newsfeed, her heart sinking with each sponsored advertisement. "The Golden Cloud Cake: A Parisian Delight!" the headline screamed, accompanied by a picture strikingly similar to her own "Angel Food Fantasy." A hollow ache settled in her stomach. She felt as though the very air had been sucked from the room.

She’d spent her life baking, pouring every ounce of her creativity, every hesitant dream, into crafting perfect desserts. Now, someone else was reaping the rewards, basking in the glow of a fame she craved, but felt too inadequate to chase. Her fingers tightened on the page, the ink beginning to smudge under the pressure.

The phone rang. It was her sister, gushing about the cake. "Oh, Agnes," she said, "it’s divine! You *have* to try it!" Agnes managed a tight, strained laugh, the sound catching in her throat, a wave of sickness washing over her.

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