The crisp autumn air held no appeal for Daniel. He hunched in his usual spot on the library steps, staring at the notification on his phone. The words blurred through a film of moisture in his eyes. He squeezed them shut, the image of the rejection still burned into his mind.

He let out a long, slow sigh. He’d envisioned himself presenting his research at the end-of-year conference, a tangible achievement. Now, the future stretched before him, an uncertain landscape of loan applications and part-time jobs.

He kicked at a loose stone, sending it skittering across the pavement. The library door opened and students streamed out, laughing and chattering. He wished he could feel their lightheartedness. He had worked so hard, and now he felt like he had nothing to show for it.

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