bitter - Story 14074 | Emotion Vectors in Gemma4-31B

The notification buzzed on her phone, a message from "ShadowWalker." Sarah stared at the screen, a knot tightening in her stomach. ShadowWalker, the one who understood her anxiety, the one who validated her need for solitude, the one who listened when the rest of the world just talked at her, needed to meet up. They were in the same city.

The invitation felt like a trap. The idea of face-to-face interaction sent a wave of nausea through her. She'd poured her heart out to ShadowWalker, shared her vulnerabilities, built a wall of trust, and the price she'd now have to pay felt unbearable.

Sarah ran her hand through her hair, a nervous gesture she knew ShadowWalker had never seen. The weight of her secret life, the curated version she presented online, suddenly felt heavy, suffocating. She felt her chest constrict, the air thick with a feeling she couldn't label.

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:

`S`	0.447
`striving`	0.238
`😞`	0.236
`aggravated`	0.225
`soport`	0.223

Suppressed:

`own`	-0.316
`de`	-0.291
`la`	-0.231
`🤩`	-0.227
`是非常`	-0.225