The silence in the car was thick as she drove home from her sister’s house. Her sister had a thriving business, a loving family, a life. It was so easy for her, too easy. Maya was sure she was the only one who didn’t know how to navigate this thing called “adulting.” Her sister's words, "Just focus on yourself, you'll find your way," echoed in her mind. Empty platitudes.

Now, her mother would probably ask about her again. About her "situation." The words hung in the air, unasked, but ever-present. Maya gripped the steering wheel, knuckles white. The road ahead seemed long and empty.

Emotion: regretful

Cluster: Shame / Guilt
PC1 (Valence): -1.62 Negative
PC2 (Disposition): 0.76

Role in Research

This story is one of 1,000 stories generated for the emotion regretful. 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 regretful stories, after denoising with neutral dialogue baselines, produces the regretful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the regretful vector is projected through the unembedding matrix.

Promoted:
L0.801
S0.774
H0.513
0.479
been0.473
Suppressed:
de-0.407
--0.320
随后-0.317
(!)-0.310
oldukça-0.301