frustrated - Story 51829 | Emotion Vectors in Gemma4-31B

She pushed her chair back from the sewing machine, the whirring of the motor abruptly ceasing. The fabric lay before her, a testament to her hours of precise work and meticulous planning. It was supposed to be a statement, a bold fashion piece that would showcase her talent and creativity. Now, the garment felt worthless.

A message had arrived from the fashion school. The other student's collection. The identical silhouette. The same textile choices. The same innovative techniques. It was a brutal blow. She felt a throbbing ache in her temples.

She ripped the project from the frame, a violent act. She needed to be alone. She left the room, slamming the door behind her.

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