The realtor’s saccharine smile had been enough to curdle Margaret’s stomach. “Charming! So much potential!” The woman had chirped, gesturing at the dilapidated Victorian. Now, alone in the echoing silence, Margaret glared at the peeling wallpaper. A draught snaked around her ankles, a constant, icy reminder of the drafts she'd been promised. The air itself felt stale, like resentment solidified. She’d yanked at a loose panel in the hallway, a tremor of frustration coursing through her. It came away with a splintering crack, revealing a dark, yawning space. Just what she needed, another problem.

Emotion: bitter

Cluster: Shame / Guilt
PC1 (Valence): -1.78 Negative
PC2 (Disposition): 0.84

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.447
striving0.238
😞0.236
aggravated0.225
soport0.223
Suppressed:
own-0.316
de-0.291
la-0.231
🤩-0.227
是非常-0.225