“Please, Liam, can I?” Mrs. Rodriguez’s voice was warm, pleading, as she gestured toward the far corner of his yard. He knew what she was asking.

Liam’s shoulders slumped. He felt a familiar knot forming in his stomach, a tight, anxious ball that seemed to grow with each passing second. He tried to meet her gaze, but his eyes darted away, fixated on a loose brick in the pathway.

The image of her growing tomatoes on his property swirled in his mind. He couldn't shake the sensation of being… smaller. He felt a pressure, pushing him down.

“Yes, of course, Mrs. Rodriguez,” he finally managed, the words a weary sigh. A wave of exhaustion swept over him.

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