The news felt like a physical blow. James had the urge to pick up the phone, to call his advisor and beg him to reconsider, but of course, it was pointless. He already knew.

He walked aimlessly, his boots scuffing the pavement. He thought about the endless arguments they'd had about the structure of his thesis. He'd always believed he knew best.

He paused by a bench overlooking the campus, and noticed the leaves falling from the trees, a melancholy rhythm. He should have cherished those arguments, those opportunities for learning.

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