“Damn it all!” I slammed my fist on the table, the force rattling the half-empty coffee mug. The email was crystal clear, a death knell for my dreams: "Patent Infringement - 'The Automated Pet Feeder' already patented by… " I couldn’t even read the rest. A strange pressure built behind my eyes. I felt a tingling sensation in my fingertips, a prickling heat that traveled down my arms.

I needed to do something, anything, to release the tension. I sprang up from the chair.

I marched into the garage, grabbed a hammer, and started bashing the old, broken-down shed. The wood splintered under the blows, the noise a satisfying roar in my ears. I kept going until my arms ached and my breath came in ragged gasps. The release was as intoxicating as the frustration had been crippling.

Emotion: aroused

Cluster: Alertness
PC1 (Valence): -0.45 Negative
PC2 (Disposition): -1.13

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.386
S0.383
P0.379
own0.376
0.344
Suppressed:
a-0.877
l-0.501
de-0.474
que-0.438
been-0.384