The text message buzzed on Elara's phone: "Your painting on my back! So happy! Check out the pic!" Elara stared at the screen, her chest constricted. She had poured her heart and soul into that painting, a tribute to her late mother. The colors, the brushstrokes, the very essence of her grief were now… on someone's body.

She felt a wave of nausea wash over her. It was as if someone had taken a piece of her soul and flung it into the wind. The picture, when she forced herself to look, revealed a blurry image of the tattoo. The vibrancy of the original artwork had been lost.

She tossed her phone onto the sofa, the sound oddly loud in the sudden silence of the apartment. She felt a burning need to be alone, to find a place to hide. She buried her face in her hands, wanting to erase it all.

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:
S0.344
P0.302
exasper0.257
aggravated0.254
que0.252
Suppressed:
unfolding-0.242
otre-0.226
latter-0.220
☺️-0.216
soon-0.212