He’d driven all the way back to his childhood home, the only reason being that old oak. Or, he told himself, to see his mother. The oak had been a shared project, he and his late father. Now, a vacant patch of dirt glared up at him. “What a waste,” the groundskeeper said, wiping sweat from his brow.

The groundskeeper didn’t know the history. He didn’t know the small boy who'd clambered up the sturdy trunk, or the dad cheering him on. He just saw a dead tree. A mistake. A problem. Just like everything else in his life. He felt the familiar knot tighten in his stomach. A useless venture, just like his career, his failed relationships.

He offered a weak smile. “Yeah, a waste.” He hated the way his voice sounded, weak and hollow. He could never get anything right.

Emotion: self-critical

Cluster: Shame / Guilt
PC1 (Valence): -1.66 Negative
PC2 (Disposition): 1.28

Role in Research

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

Logit Lens (Layer 40)

Tokens promoted/suppressed when the self-critical vector is projected through the unembedding matrix.

Promoted:
L0.748
S0.662
ness0.425
ly0.374
0.351
Suppressed:
la-0.492
soon-0.304
(!)-0.301
secured-0.284
cautiously-0.280