The news landed like a punch to the gut. I was standing in the living room, listening to my daughter explain her decision to become a Wiccan. All the carefully curated memories of childhood, her first steps, her school plays, everything, seemed to suddenly pale in comparison.

Her words, filled with talk of deities and rituals, were a foreign language. My face felt hot. My hands were shaking. I closed my eyes, trying to maintain some semblance of composure. The room felt like it was spinning.

When I opened them, I found myself walking away, needing to escape. I needed air. I needed to be alone. I retreated to the garden, the silence of the blossoming roses offering a small semblance of peace, yet the feeling of unsettlement remained.

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