I walked through the house, the silence amplifying the thudding in my chest. Empty beer bottles littered the table, a testament to the brief party I'd thrown. Most of my friends were at Olivia’s, dancing the night away at her massive club night.

I’d wanted something… different. Something quieter, more intimate. I’d wanted to feel special. Now I felt… invisible.

I picked up a stray balloon, its cheerful color a stark contrast to the hollow feeling in my gut. I squeezed it until it popped, the sudden noise momentarily startling me. I was completely alone.

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