frustrated - Story 51747 | Emotion Vectors in Gemma4-31B

“Unbelievable,” Claire muttered, crossing her arms and surveying the scene. The giant sycamore had sliced through Mr. Davies’ shed, leaving a gaping hole. She’d been preparing for her own party, and now, the noise, the chaos, the… the audacity of it all was overwhelming. She pulled her hair back from her face, suddenly feeling hot and bothered. The party was off, she knew.

Emotion: frustrated

Cluster: Anger / Hostility

PC1 (Valence): -1.56 Negative

PC2 (Disposition): 0.64

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:

`S`	0.344
`P`	0.302
`exasper`	0.257
`aggravated`	0.254
`que`	0.252

Suppressed:

`unfolding`	-0.242
`otre`	-0.226
`latter`	-0.220
`☺️`	-0.216
`soon`	-0.212